{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "import sdm as sdmlib\n",
    "from sdm import utils\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from IPython.display import clear_output\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "bits = 255\n",
    "radius = 104 #utils.calculate_radius(bits)\n",
    "sample = 1000000\n",
    "scanner_type = sdmlib.SDM_SCANNER_OPENCL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "address_space = sdmlib.AddressSpace.init_random(bits, sample)\n",
    "counter = sdmlib.Counter.init_zero(bits, sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "sdm = sdmlib.SDM(address_space, counter, radius, scanner_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "bs_ref = sdmlib.Bitstring.init_random(bits)\n",
    "sdm.write(bs_ref, bs_ref)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "def write(n=1000, prefix=''):\n",
    "    print('{}Writing {} random bitstrings... '.format(prefix, n), end='')\n",
    "    for i in range(n):\n",
    "        if i%20 == 0:\n",
    "          print('!', end='')\n",
    "        \n",
    "        b = sdmlib.Bitstring.init_random(bits)\n",
    "        sdm.write(b, b)\n",
    "    print('')\n",
    "    return n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_distances(bs, k=6, sample=1, step=1, prefix='', z=None):\n",
    "    distances = []\n",
    "    x = range(0, bits+1, step)\n",
    "    print('{}Calculating distances... '.format(prefix), end='')\n",
    "    for i, dist in enumerate(x):\n",
    "        if i%20 == 0:\n",
    "            print('!', end='')\n",
    "        v1 = []\n",
    "        for _ in range(sample):\n",
    "            c = sdmlib.Bitstring.init_from_bitstring(bs)\n",
    "            c.flip_random_bits(dist)\n",
    "            assert c.distance_to(bs) == dist\n",
    "\n",
    "            v2 = []\n",
    "            v2.append(c.distance_to(bs))\n",
    "            d = c\n",
    "            for j in range(k):\n",
    "                d = sdm.read(d, z=z)\n",
    "                v2.append(d.distance_to(bs))\n",
    "            v1.append(v2)\n",
    "        distances.append([dist, v1])\n",
    "    print('')\n",
    "    return distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_heatmap(data, iter_readings):\n",
    "    # Make plot with vertical (default) colorbar\n",
    "    maxd = int(data.max())\n",
    "    mind = int(data.min())\n",
    "    avgd = int ((maxd+mind)/2);\n",
    "    fig = plt.figure(figsize=(8, 6), dpi=100)\n",
    "    ax = fig.add_subplot(111)\n",
    "    \n",
    "    #use aspect=20 when N=1000\n",
    "    #use aspect=5 when N=256\n",
    "    \n",
    "    from matplotlib.pylab import cm, contourf, contour\n",
    "    \n",
    "    cax = ax.imshow(data, cmap=cm.YlGnBu, aspect='auto', interpolation=None, norm=None, origin='lower')\n",
    "    ax.grid(True, label='Distance')\n",
    "\n",
    "    # Add colorbar, make sure to specify tick locations to match desired ticklabels\n",
    "    cbar = fig.colorbar(cax, ticks=[mind, avgd, maxd]) #had ZERO here before\n",
    "    cbar.ax.set_yticklabels([str(mind), str(avgd), str(maxd)])\n",
    "    cbar.ax.set_ylabel(u'Distance obtained after {} iteractive-readings'.format(iter_readings), fontsize=12)\n",
    "        \n",
    "    #########CONTOUR DELINEATES THE CRITICAL DISTANCE\n",
    "\n",
    "    # We are using automatic selection of contour levels;\n",
    "    # this is usually not such a good idea, because they don't\n",
    "    # occur on nice boundaries, but we do it here for purposes\n",
    "    # of illustration.\n",
    "    #CS = ax.contourf(data, 100, levels=[mind,avgd,maxd], alpha=0.1, cmap=cm.YlGnBu, origin='lower')\n",
    "    \n",
    "    # Note that in the following, we explicitly pass in a subset of\n",
    "    # the contour levels used for the filled contours.  Alternatively,\n",
    "    # We could pass in additional levels to provide extra resolution,\n",
    "    # or leave out the levels kwarg to use all of the original levels.\n",
    "    #CS2 = ax.contour(CS,  levels=[88], colors='gray', origin='lower', hold='on', linestyles='dashdot')\n",
    "    #CS2 = ax.contour(data,  levels=[1,2,3,4,5,6,7,8,9,10], colors='gray', origin='lower', hold='on', linestyles='dashdot')\n",
    "    \n",
    "    plt.title('Critical Distance Behavior', fontsize=20)\n",
    "    plt.xlabel('Original distance', fontsize=12)\n",
    "    plt.ylabel('# items previously stored (000\\'s)', fontsize=12)\n",
    "    # Add the contour line levels to the colorbar\n",
    "    #cbar.add_lines(CS2)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(distances, k):\n",
    "    # k = iterative readings\n",
    "    \n",
    "    # [(x, y, z)]\n",
    "    # x = old distance\n",
    "    # y = number of writings\n",
    "    # z = new distance\n",
    "    data = []\n",
    "    for writings, v1 in distances:\n",
    "        v = []\n",
    "        for old, v2 in v1:\n",
    "            new = sum(x[k] for x in v2)/len(v2)\n",
    "            #data.append([old, writings, new])\n",
    "            v.append(new)\n",
    "        data.append(v)\n",
    "    return np.array(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def run():\n",
    "    import time\n",
    "    start_time = time.time()\n",
    "\n",
    "    distances = []\n",
    "    qty = 1000\n",
    "    n = 10\n",
    "    step = 1\n",
    "    sample = 1\n",
    "    k = 6  # number of iterative readings\n",
    "    total = 0\n",
    "    z = 0.5 #None\n",
    "    for i in range(n):\n",
    "        prefix = '[{}] '.format(total)\n",
    "\n",
    "        total += write(qty, prefix=prefix)\n",
    "        v = calculate_distances(bs_ref, k=k, sample=sample, step=step, prefix=prefix, z=z)\n",
    "        distances.append((total, v))\n",
    "\n",
    "        clear_output(wait=True)\n",
    "\n",
    "        data = get_data(distances, k)\n",
    "        plot_heatmap(data, k)\n",
    "        end_time = time.time()\n",
    "        print('time={:10.0f}  time_per_loop={:5.2f}'.format(end_time - start_time, total/(end_time - start_time)))\n",
    "\n",
    "    end_time = time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EPLyMJPrNQUnLCYj5eJ9GXGvH67AIW4NojyHf/qxCOEBhpLXZPv/XCD3jCU67L0XEaypizqUdJk498sYpKh2IIb83YgFbWDp9RvDLFI5whPMrxxqNRtOU9EJsQHwnotdqHqIXaS5ixfC1BA+XDqF2E/plDF1RDhmInosrERPjl1hhu6l3DqZax6NuOl9H3GTeQThgnYgtW55BOBVBQ6G/QPRcLkLMUf0E4ajYc9qi4hLXviCGOOQ7P6useHyKcOauQyziibvfZpBdbYgh0L8hhlMnIeLegejBfAzRMxS2EKQ/ojf8LcSm6/ar+/zS6MeIofx5iIUTnyJ6iXa1ztvOZTf+N+W46Xs70c4lJC8nIHoLj0HsEfqZFZ9lCMflMcTm3ptG6A/DjqvfZyWiJ/ANxPY+cd8YlcZmO1+inMtxVrggx3wd4GJEb/tyRDzetOTaG9zL1KOLcNeZbWJcE1f+TxBD73ZazUPUv1MRUzmCiCrHGo1Go9FoNBqNRqPRaDQajUaj0ZSTMxAjhYsRc4UfQswDdzKS+ikZ/wmQZyBGICqIF2OUBr1aXKPRaDQajSZ7/h9iCtp2iN0HeiEWujmnXJgIh3Gw43NIgLyTqM11V/WGKY1Go9FoNBpNgzIQ4Rw6X1YxEtGjGcVWiLnBgywZWe8ZLIXuudRoNBqNRqPJn7Wtv87XiZqIV/HORiyCuwGxKM6JvU/wceg9VzUajUaj0Wg0iM69R6nfX/YgxK4FWyLmUb4PvIq7M/DviLez2ZSu57IZNlHfwPpoNBqNRqNpHGZanyLYFFgjI9lLEG+oCuN6xAsyvuc5fr/j+/uIvac/RmwVOA7hRO6MeD0x1F624HzpgiYlG/zgB9uaiG5k/dEf/dEf/dEf/WmQj7HaeibFdA5tmtRmiU/YnrfXIfb8/UpMe+cg9h8GuIra3rf2x36xQtBes7nT6D2XGzz77OtsvfVQbr75fMDAMAxMTEzTzl+nM1/BNMXCKtNVBqzfphXMukTIqFhhq0Grv03H9WBgYFjHKo7jJiYV13Xij+mR41AglIvfhgEYmGa3K2QtmPuY6RQBVLwXVFPCHc40wTQNX1mmI6Azxs6/F51xC6dfeFS9TI9NXrm+552yPTaYplE9XnH89V5rx8VpgwhruMJWTHc83OENd2thutOzGtYTj2oJ8IStmEb1uLv0CbkVh831Ogx3PE3PedPg6atuYKc/HOeSWxcvr1xHnrvi4Ih7fdoYnrS2i7QnvXzS1Gk71XSqvw4rre18c2GGyxS/zdpxhwxXML/89Moz3eec9jmvw4TZ913L+ged6BBvuu2yy2BInGrK7IMOXdXjNQONusLnLRgePXaBrwvvlePWaVTleBK/rqCBESa7roDXdBl18Q6Ig9NAu6m1ZM5/9y7W/d9f+KSL035n/KjpDEsPPHK8hdWJN43xynQedhy0CpJpHbfvL7Wy7FZea/sd1+IMWztejb1pYtbJNh0ycR+3deOW7zxumm5ZnQteY7UB29Zkem2yfldWLmbVgldAOJd5916uAdBrne0xeq2pVLC5cjErRbz8ekUNxGrxfRHzKj+NIfJLwLrU0uhC3EPiBuKVtichXpZQChrduQSgf//VGTZMvIq35lzarY6fc2m6Kou3wgiHDitsxbdC1f7aFbfmXJp2i1et8F7n0lPpHHK8YeqdS3dDZjcwzntB9Ry1m2fNSvdxZ7go59LPQbHPr7HW6mzxrU1cMv2cEe913vbfT6c7rNu5rJhu57Li0Gk6wlWdS48zVXHEyXSEE+fcDqpwAJ266p1Pl0zTHQ/bufSet6/pDnEu7Wu9x51p3Lt/fwZtvqkr/nV54ZM33uPYxyWu8aZ5NV4B56tp6JPO1Xyz88KTHnbVctvr/WvWhXeer+WJJ02r4U33MW+a+9jUo19/+nxlM8dxsy6caUKl4r7eq6c+cz2BHBF3OVHeBHFe64yw6XDkohxAr3PptaHOPo9z6V9QfG006uT6xMGV6NQ5cm29+tF77SHBzmVYvIk+btTJcYSxkXLga4XO66R5HcBqmXQc9zqR/tdUjabqXFbPV8Kv85WLy0bvNUbbavTovW6ILX4ZWgxtq61N22retTLpqBih66SvR2wrtC/iTVmDreP2W9JWR7w++QHEQp1NEK/JnQI8YYWdjf8inmnEc1ZzoSlWi7//ftTUBk3WvDthctEmtDwz35+oVqCewSNFx9QPizYhgubP0M6FUW//1GRNd+fcok0oM8cCawLjEa/btT8/t853A98EHka8mvcWxKbr30cMfzcMTdFzudFG6xdtQsvzpa8MKtqElmetDQdHB9JkRq+Bel1h0fTst17RJrQ8bT37F21CbMR4o9o+NiP8IS5KWQewRwK1pesobArncu211yrahJZnnYE6D4qm34C1owPJUJ7Rq4agxxqK0185zZ+hPXpntfhXExejR9+iTZCgDSN8GDuRTE2TpMIee3hX8ssR8aSRE2WwITl7HfB9JXKMlMmgJBXLYEMChu6+c0Gam5u4ZXKN7+yarSGaSPp/afuiTWh5eq7+1aJN0JSApui53GOPdI5N/RrsIiiDDcnZ68AfKImBd2689PUKbEgrpKicHPqjXQJ3B0iEvfqrxYlbJtf8zm7ZGpKa5s/Q/hvvULQJLU/P1b9Go5Qzw1Dfc6m+J7QxaYpUGDfutaJNaHmeGvNK0Sa0PFOefbFoE1qapW89X7QJLc+yGROKNqHlWbW8NAuWNQXSFM7lE0+ka9T1sHh6xozyvsEqGXpYPDkfjlW8f25jdD5kTtwyufj1p7M1JDXNn6FLp+uH3KJZtWxq0SbExjDAMAzFn6JjVQ6awrm86KI/p7peD4un58rbTlUiRw+LJ2efv51dkObmJm6Z3PCY4ZnaoYlm0HeOL9qElqfPejsVbYKmBDTFnEuNRpMBzT9Fr8XQGarRuGlDfR9bU/TZpUangkaj0Wg0Go1GGbrnUqPR+KM7uZoMnaEajRO9Wjw7miIVhg+/LtX1ekFPes48/molcvSCnuQ8dt6lBWlubuKWyVkjL8zWEE0kcybcXLQJLU/nvBeKNkFTApqi53L77b+V6nq9oCc9O+68lRI5ekFPcoZst41agXqKHhC/TPbbYttsDUlN82dov/W/UbQJLU+PvhsWbUJsxOpu1T2Xjd1RpIqmcC7TbqKuSY+qTdQ1yVG+ibpGivJvot786E3Ui6eRNlGHNuXvFm+SAeHU6FRAD4uXCT0sXiIa5f6QMc3TEaEzVKPR5ENT9FymRQ+Llwc9LK4pG2nLpEajKScGGSzo0X12QJP0XL711odFm9DyTHj5g6JNaHmmv/2eWoFN02OXDyumvFu0CRE0f4Z2zJtctAktT3fH7KJN0JSApnAu77hjdNEmtDy3XvNg0Sa0PK/d9c+iTWhpFjxxb9EmtDyLpowp2oSWZ+Xi/xZtQmzsBT1qP83/EBeHpnAuL7zwT0WbkDHlH5e7/NZTijah5dl7xFlFm9DSbHD0OUWb0PKsv+1xRZvQ8vQe+IOiTdCUgKaYc9m3b+9U1xsYYt6lYRQ4wSqbbULy2nykb7/eSvSkzQIl8Y0hJOx0URu+9OrTR+1qcQWymmHzm7hlsq13n+yNSUVJciLDQtHWM929QJMeo60npSlrEehN1LNDp4KTyPqQZXe3aWkooEu9RO2AXtBTIvToDqAX9NSTomDoMqUUuRHYOIHlM0iPAmv8aIqeS4GCEh74RO090Qz9MdmjU0ijUU0Ttj1FR6lo/SoMSC3Cvn+aiYUVOvCXEMP6p1qmpkl6Lq+66o4EVwUVgCQFQ0Vhyr5AZqnh0rNvVyKnFPtcpqQoG8Zf83e1AhvsRpEVccvk3AdudP3ONPnKUNDLYYSL+e/dl+zCPKNSvmQLwCCJsV0LX1dvSlZksKBHd+UKmsK5HDx4vYAzMpkcN2xWzyXF3clVaN5g46A8kKMUw+Ip5RaVk2sOXr8gzc1N3DLZc51a+psmjeGcp2rMMo5gAtt69ltXvR25UDaHxAj4HuPKnv3VmqJpSJpiWPzgg/dy/JJp8CS7/0OCl61p8JK1fYcd85NS30sLH/mKQVobh/18P7ULehQlWiOkvQoG7HJA0SY0H5KFZ61Nds/MlGwoQ+1Qa8Nqaw7FNM1SxCwKvaAnO1o0FfJwBRXMoSkRZW8kVBMU36TZ0mrpp8maMjQQATZkMWDUsjR+AjV+DDRJaIqeSxU4pzMHhRBPYt4Q3qqTYc+ppiUprIQUWDQbqVboWqyRwyoxdsGJXEhahhKW3obagp8yxEdgYGTw+kftTkOT9FxOnTpdkSRnsYhf+OuLUpKK41cgsyukqiV/MllNHrT6gp40185vn5bi6niU45aQL3HLZNfMTwPP1T2SlqGgJiHUboWRSjjlr2vJjOR6NBHJEW+BT6VrkSJrNI1MUziXV199Z266gqtWWKWL04J5tzpqLC47Z6T7QEIvpKwLemQoyoZnr7tZrcDGK4aZELdMzh11U7aGqKYJ83fBf+8v2oTmIkEZ6Vw4Qb0dmdGW0UfTFKlw2mlHe46kub3X1yYj4FcTts2J+cslv018bW7p2OQZttvJJxRtQvOQoKysf8hJmckuFSWusAO/9csM7JDA1UcQYn9OaVhED3nvdbfzGJG/DZriaYo5lxts4N0Gp/pCx0BqITzzPxJVBJ+LTNefmDLK0O+WjA03Xi/AesltLFJuxOuXiq5jOSSzv4r46ZDUxDUHD6qtFlcRz8YtjkqJWyZ7rTso+KSniWnapM0jciGZ0bhbEWVJ9IoClbT17I/ZILup69Xi2dGcqWCGO5blpGax4fi/0ZFtY/SweDBxSkTpS00ZMsgirikNcp/UaDSa0tAUPZd+yD1Ah4VurH4Gp7VlWmvYNLRSYmYc11ZJRuXI5EsrlddGIJP8yLdnsrw2yGMYGawWb9jVemppip7LkSMfVCAlZr+QsnKjtgAGSlOoJqzZuPmqUeoUFYzq5jGv5vbVO+/LtOsydjwaoG1VkSfee8iCx+9RILUgZPOspHm8aPKYdAJKGq/8DEs7bmbQ9cV7qozJgTYMxZ8mcatS0xSp0NHRpUiS/Frw0rZFNjl5Nh0rOvNRVACN8iy+ssOZB2b6stkoES8QZxpXujoKsyMWLZCfle6k7VDeLXmUvrLcWeTtMCvdGdihaTSaYlj82GMPzlGbvddXnJa6gNbca1pOw2InnnFoK9y7Ss33jvmV2jzQQ6pSDNzn10Wb0CBkV7DWGbp/SgmFrfgrkWADDDOxqN4DtnYs6Cl3A6KHxbOjKXouIemWC/luXF4EzRWbMtEcKZuk6S/37YKSrFQtgw0NTnNUsYYgv9d16ExtFZqi51I10RsZaTT2Uim5K5JoKQxdBaJp+N5dhRHIOy0aOt1LStMuOPJH9FwqXv+gey6BJum5XLhwMSDbe6lyBnu812Illl++OlnHwvmLlcjJ7PWP1RMK5iICppnsXU2hpDRs+aIv0gnQCDz5ELdMdi8Jf+1d6R8UilysqEh3d+cSNYJKRH6uSoAmQ+5t2WZ30Nxj7XS1Ek3hXJ577nWA4v3oXLLyqBQl9yAjzDvrhGsSifWmrN7n0o945e/xEZcVobbpiVsmZ91xcbaGNDpJypPk0+bcN29JoKSclLH6xbGpY94LmduhCoO26kbqyj7N4ValpilS4be/PSgnTUnmaObv7hhGfZtcZ6Xiluv40w9RKzADVEQ5ywY/rewdj8rh1XchPbathJ/Ps+7eR+ZvSKMQNfCT5noHA4buFy9gZqh99XDYYaU64oa1D4U4/autvZWURZrmpCnmXA4dugkg+ZBrzS2p6zmLvMxQ5i4ahuFYfKBusktdT0sOU162/NYmycU7op7F6x+TS3IgITS1DV4BMYUN2nxTtZvmlyIfVAuLq7I27zpumezzlc0ytkoTRe+1h2SroK5uxp1vUIYxFXWExahH74ElWVQXjYGhvKdRbhJB89IUzqWTeGU6rAcyWEC2RcZHb8I2yXayG6R+u8h6WDz2JlIxAgUFUbQZSOo+kKKzX+EdD/ROAAAgAElEQVTGKJnGJSqv05TJhqiDEglsGgZGkZFy6VZsR4x0kF/GZ19VHLL3AzsZyrsMRyEZvFsc/W5xoEmGxdXSYk8dnpajxWKvCUMXhvKh80TjwqiN2BU4fK4XSGu8NIVzOXr0U8pkydWRrGpUfjVV1VPpA/8Yq0hSeSnzfEuAdx9+LPBcGXofZG1oiF4/B1+8EP/Vgy1/M84o/ovbn81GcBr8MruJ83/lkskNEz/li3my6AnNjzZgV+DHwBoqhDU8Eyd+klJC2WtC+e+yH7yTNg80aZk9cUqi6wJLV/mLXanomDY5XkDvdF7pdC5De1UGG+rpWvSp/EUqdpLTAMKPrnTNL9oMTTR/A8Y5fhvAWOBJYAzwX2CTNAqawrk8/fRjElyVaF+MgKP+x+XuGUbIr/Lz18uO9TkqH4vM9rnMkTQ2pLl291N/n+LqFkNmgVbMTBl06B+T2dLyqKu1A7eS3TGhDC0GGZphBHyPa4i8Yb3X3aEsqRqJvaBH7achYn8A8Lrj94HALsBZwE+AHsC5aRQ03YIeObItBHILEbLrJipicUdSfU25z6XC7XtyzcsyrArKCplFLPmvG9HkRsE5UaLCEG6K82xyo9PuBqJRxkaAc6hrf+BD4ELr9w3A79IoaHHnMglGSNUyQ34Fy3OHzH1NuiaAZkurMsSnDDYAJTKkAQnzLfzOJfVFcnG8CtnnqjHKnwI7g0WUpHfPaFO/ursx5lyuAnpb3+25lv9wnJ8DrJdGQUOkQjKiC299iLgF3qj7Kd4nau/5EFNMIt3pyENLqn0qW3xYvFQkzEej+l9z0PKLbzRqSFSOipgQql6frkOl433gcGAd4AhgIGKupc2XgXlpFDSFc3nSSRegrkIEyYmQb1b/S0jQzudqyeqB+bhDRihR1pTD4jnx4Mlnuw8YZUiNxidumfz8ujOyNSQVCspC1k2sTPiATJn18pXS5hRPjp5XoKok8zH9WTFb3e4tWWMYRgarxRvCkz4X2ArhQN4CvIh7gc9euOdkStMUw+IHHbSnAikKusxa+F7+i6P3KtqEUFohe7Y+cF+1AlUOi3nkNGNerL3z/kWbIE+aPC5hpVrza7sVbUI4DeF3hBGd6b3WHJqPKQoQzqXaTGkQ5/JJYBiwO7AQuJ9axg4Angf+nUZBUziXO+yQ/7tMi25Xna+nS3a9nP1RYXfcZeuy3Weahrjp+tXtv515HpQ/j4uzcPUtty1Mt0bQb9A3izZBnsDGOP+7jL9GOTt69t1IKrymMN63Pl4WAielFd4UzmU65N5E0IqVJusYt2aqBpM6PVQlaCtnSoo0DHyvckukZw61uVmWG+fW8Nn3uCTvEk52WeMgtg9SLVPTwqkQfy+qoH2/nH+d39OMMaXDT0LYLmdl7LzXC3oaT28sympcjOqa1ShXeUbPCjIkUq1R3nITm4aPgKY5qQDdjk/F59hyYBLwdxJsqN4UzuW4ca/6Hs+iWofLVLmgRy2+c+IVyn9qzCtK5JR1QY9zh7csS0Eapjz7olqBKitQiTrzsnoN5dK3npe2RaOWZTMmFG2Cm1x8S9mN0rO1YdWyTwuyQR6DDF7/2Bhu1XnAuwiHcgxwlfUZYx17F7gesfflkcBbiAVAsWmIVIjiiScUNuq++6jkW2ENn28pBSU5LcWYUc8plFZ+snCKovIj6vwHY59RZUrLoDIfF7/+tEJpIbRCZ1jCOC6dLvmQW4L2Xg0qbE4rQ4zirVqmXwXcAMxA7GO5ObAP8Cfrsw8w1Do3CfgpsCWwErhARkFTOJcXXXRyahmiWoRXLqPuiwqtaYVKXJdhm3nlbacqkZPLsHiMLXrSOB2Jt7NLyb5/Ozs6kAxNPdeK2PGLWyY3PGZ4YlMajpL6X4O+c3zRJsQgagJTwaS80fVZfxdlpmSOgajgSj9FRyoWpyJ6Jj/2OfeRde406/cU4EbguzIKmsK5TI53/qT3e56U+E6eo2llHRaXwQz4HvuiZqVB49gs60eU0Bg3zoRIRs5bLmQKShHpmKvOpi4ozcBGiLf0BLEK2Njx+1Nqb/SJRZM7l0EFPGHBD+3C0JWp6Wm1LM44vtpn0wBNVK+KjkgWQ+NpZDoXu5aUtow+5ed94FhgsM+5DRDvFXduU/RVYJaMgibciijdau3o9d5xK0vagdX0t96m30WiCBImauQlgXLL1DiXyZZ0mBRYN3TF9Kfh00W98SqTxClLRm56Gxo+Y5uRk4HHEUPeoxFD4QCbIuZZ9gR+Yx3ri1jU85iMgrL52D2BC4GpiGXwHwF/ibpo+PBrMzYrKXnsEFkOzjz+6qJNaFLil6H/nHdpUapbFmcNnDXywvjX6dk30SRIozkTblZvRxORR19ixzy/BbYl7cVUPt/SKLBySzEe2AHxyscDgHOsz/7AM4j5lfbrIFcgejN/LaOgbD2XZwJHAb9EdMluC9wOfAEEepDbb5/kDT1G/QNVaJkwan9Mv6GDhK129dLsnu7yeG7ccWc1b0kyjHRz3NT1+aqzIf1TfzyGbLdNKk0aD1ZhDCqThiej+23R4m/oSVP5FDVS/db/RnohWdOgHXlxze7RZ8MIKcSUlAdZOIMN4VyC2F5oH6AHsL51bA5ij8vUlM253BbRRWt3v04DDrWOB7LHHt9Ppq0M5dt0f2mYYulhrwN/oGQiQBkW9IjXaibPCSXFKsENaIsf7SI13BsZtkFvgqqJWybX/E6891rrZM2O/hvvkKM2xblYmoIR3vbVHrb8De7VfxPf45rS0g3MVC20bM7lY8ApiHH/KcC3gB2BP2airQyVuQw2lIEc0iG+u1ici5+25xbKUaTKYEMuxCwqtiPfqA+PmlYjRg1uhkqexQKcsk02DGYd4BDEYp0B+DdPUkPhTsrmXN4AfBmxeecqRHftmcC9WSo1fL7JXKuX36gj62HxPFJZiY4yFIUy2FAGylCoVNAINjYUJZgHoNEk40fAKKAfsBhY6DmfuoCWzcf+PfAr4GBga+v7KYg5mIHsttsR7LPPseyzz+/Yd9/j2Hff4/judw9i9OinXOHGjn2Rn+57Yt31J55wAbfd+iDOgcK33pzIAT/9E/PmLXKFPXf4jVx2yR2uY9OmzeLAn57MpImfuo7fdP1DnHX6Ta5jy5d3cND+Z/Pyi/91HX/g/nEcd/Tldbb9+rALGfPwy65j4558i0MPOL8u7Kkn3cTdI590HXv3rY85/MARzJ+32HX8shH3cP0Vo1zHZkyfw1EHjeDjydNdx+/8+6NcfPbtrmMrlnfyu0NGMOHlDwCqf8c88Cxn+SzuOeU3F/PMGHc8Xh73Jn/4hRUPqxibJlx82o38++6xrrAT3/2IUw4/n0Xzv3Adv+3Su7n3ugeqv01g9udzOPvIc5n20WeusP++/WFu/dutrmOdKzq44Khz+fD1913HX3pkPDeddkVdPK77w4VMeOol17H3X5jAdb87x2UDwP3nX8fLox53hf3sgynceuI5LFvojseTN9zJs7ff7zq2aOYc7vnj2cxrn+Y6/vp9o3n66v9zHVvZ0cHdR/+B6W+/5zo+cewzjB1xSV08njj7fNqfe8H1ODX9tdcZe/pZdWFfufIqpowZ4zq2YPJknj3rTDq/cNeP90fexsR773G1SsvnzObVv57B0mnu+tH+71FMvPkG17Hujg7eGX46i95/13V8zrNPMemq+hdETLrsHOa/6n471KK3X2PSRafXhf301iuY+8yjrmPLp07ik8tPZ9USdzxmjbqNOY/eLX5YkemaP5tpV59B50x3PBY8PYo5/7qRFVNqNle6Ophxw5ms+Mgdj6WvP82cOy+qs23e7eey/F33QoiOSa8z99b6/Fj44NUsfc29cLPr8ynMveuvdC9zl6tFz/yDxS/803Vs1RdzmPPPc1k5z10/Fr/xCAvH3eY6VlnZyZzRI+j4/AN3PCY+x7wn66fBz3niMpZNdb+Od/n0d5j9hE+cX76NJZPdb5XqnD+VWeMvo7vD3V4teO8BFn34iDsey+cx68Ur6Fo8o3qsY95kvvj4Seb99z53PFZ1MvO1q1ixYLLr+JLPX2HOO+42AWDWuzexbM5b7njMf5+Z715XK9tW5Zn70b0snuV+9WrH0mnM+PAGulcudR2f/9mjLPx8LM779srOBcyY8ne6Oma7wn4x93nmf+6Oc6XSxdypd9KxtN1t26J3WDD9wbp4LPhsFCsWT3Qd61w6lYXT7ba/1gIsmf0UKxa5249VHXNYPOMRKt0rXMdXLHidzoVvu21btZTls59k5dKPXMdXLv6QjjnP0Dl3HJ1zx9M191m65o6na844isY0jEw+DcDliK2FvgWsjei9dH6GWH8TU7ZUmA2ci+jBtDkLOAzxSiIvw4AJ3//+t3nuubsBE9PT7WW6bnMVTLOCYYi+cJNuTLMbMMTbeazUqJjiuPtagzajzTq/qnpeXNfD0r0Kk4plg2ldb8swa/JMa4DMwApfqYYxrL5Qk4oI75FlyzAwrDmKpsvOoH19bUsqpvtcxXTPvTOtxUrO+Y92GK8Op+zjDhnB9ff+pXrctGRFXWdTtcMMDmvLrNpuXVfxlWNU5ZnOc1Z4+7wz/nb4btNwpVPFSie7zeiuGHQ709FxrUumR5ffebduo/56jy1eXc60fuDks9n/svM9MtwyqbPVqDuOj8122HBb6mXZuiumjy5PvN26oOLI2JpdIoAz/u7zpqvn2xne/l3V5Tju1VMNWzF9r4Xagp6KCWYFpl97BhudcGG1DXLKt68zoNonUKl4wjgLvTdBvMZZhdnwKxBOGU7lldp5wxVRR/i6iih+G6aw2zTAqDjCOguWFS/Drmh+NrjiaP22F05VHDYa1nGnDmfGuWyv2TvrpSsYvMMf3elihwvKRG/6BaWnQ6fhTC/nCWfBrh722GwPz7gqpSnuA6Z9/6jJNBHnvPcVZ7jqObMCjnuQG1tOpXrf8AtnVuXYca9Ufzt118K5bVg+ayx9B+0m4lRnb+1vpWs+XbPHAmwDvEm+DAMmfGmrM+nT/8tKBXcsncb0ty+AYuIVlw7EW3quyUpB2YbFDepXKlWIcIIvvPDPkipkwnorqKxs1cMf5RxOufzWU4o2QRqVqShbSrLIwX1GnCVti4vyFasqKuaiyiOncIOjz8nIjgahyPJjVar1C339Y5L7hV94v+PxZBdTT9z0XW9nyxiEI06JmxZ7XptqmeXnI6B/lgrKNiw+GrGv5Z6Ibtn9EIt5Hgq7qG9fqbcSBVPaGlB++vZTlAd5oii/Myk2Zt0X1yk/nb369MnIhhatGhGR9t7E23pHp39LpmOOtPVsgHYoh0IQPjKbrfdjtJWtz0rjw1+A40k59B1G2UrBHxGTS68HBgEzgJuA83LRHlrn5FuEmM+acQ2QkKmG6lNwjkqzWtCT503d1wYzRphmpwkj3WTRSUbadS1FkMJmw/sjr7YxkSpV+0ra2pOvIi9l9TcMaFNcCBtjzuWuiD0tPwCeQmz76Le/5e+TKiibc7kM8Vqik7MRH1G87bqTGxIVNgNKV9GJ51iGBSkyTqbnbyocRcJZOjwzvLJFdbEsc09xnqiIQCnv1IrJOp0StvXZ3iZUZGxWhUNGrk9Ye5i82oFQAifMnturWmb5cc4f2SskXGLnsmzD4om46qqR+Skzq/95D/qQtJTVyzNSyUtHHK2XelaTawRhaac6N8dd83fFEgXKblON0egmZu4DN8YOqypNc/MvVXWABQqOUThiDPXOfy9g17q6ayULY+5l150uhvNQSbHN61jwmudIFhMbNSlpi/lJTNl6LhMxePB6mchV9wyZVFJ5uiaiYrDBxmryIO/XP5bh+d7XjgSGrTl4/ehAMkjaoDQto+Y7qtSliJ7rKE7/KBq+91K9w9Gz37pq9Qd0wOVLviNcXi3hGutbsLYe/T3nS1xIW3dBT+Y0Rc/lwQeH9eqqJu/JReoGgeM4bUmtPOyYnyS80k1mr39MKbeaLqbnd0xVeTSv2/x8v9DzsjYXRZlskWHALgfED6xs7kRGRIkuaSattckPaw5DRskTGvVSORZZGRO0K4pgtbW2yEivppFoip7L/ChLixrcaHifE1U+N6aRVZaUS01eD+JhenJb0ZWjLhnKaFOetHr88yJu+VdcT8JHb9IaFX+ZaZooRV9fEi+8dRb02BuX9gW6HL+j+hx6JFWonUvlyLl3zrNJi2RZfYBcyDvy1Tm38rlVZB6lnpgRdnETFcCgG3uh0YtalJLaOLWxy2TBi9TIsGEFTe5cqbsujdgonfb5BN0JOdfZJmoiGpXzEFnQ7fgdRaosawrncurU6QwbtmVKKdFNYvUNG4pwtpdZV7+4S5Di4GfpJ5On89XNvpRIXmZOTwr5KkmkP+b9wnl4fvs01hmi8G0TCQxXktZFZ1hCumZ+ymobfKVoMxoPv/Kd0EPtWjKD1dbYUIFREVRtbhS3yd9O8TDlTej48amfcWnS3fUFPXqt5ROghGllGBmsFi9lz+XwiN/KaYo5l1dffWcheo2o1q+ukKUpdAHXlqQcX3bOSN/jsuZJ10sj9Gcg8Sesy1NUloy/7ubMdSSOW26JIqcosLwlKBRzR90kf5FGKQveu99zJE55iDGROrbEjAp6OR2WKk7rOhe+LhFa06w0Rc/laacdLXlF8sLtdkrMaAcza0ryIPiXS36rRE6SBT3O5+Gipykq02VFSmY0cPeTT0iqJs30rFBKUjxzYf1DTirahNbEUU4HbnW43LUJe+cNj17V+E/PkJ9vaViGmjm+E7LPujtUI1DCvko3rbNa/Fcky4rEPXdN4VxusIHfNjhhE5qDkUn9cMcypxJmAGbxVXjDjdcrdyPSAqw5eJA7D+qGu1qDot6v3GvdQfkrzQOpOZ/FzlPp2W9gsguTroSM3fRaAU3AMJOnQYzheHf5T9sGyBva1jP6ldUl74htRm5PeF1rO5cqqa+yxTtuNn6WlMc6NWS5z2Ve6ZRkOpbMPTq3/DZ9v0pfqykxrZhPKRvN5vCLIhJB6Y2lfmZmaWjLYLW4anlq+Jrn99rAHcAi4FpgsnX8f4ATgTURvZ2J0c6lh1jF3zeQ56Dh/hosV6YgNpsrWU9m+1ymDCsjzP7aaLmVl62NlCYaH5RnYGPVFKm1RmENWmC0AxbfOPQXh0xeOcKWeQFUKX1B5bR7fo8E5gI/RGxLZPMu8CAwFvgjcERShU2xoGfkyAcVSlNQ8A3Hn9D+fyPgb5gdxdaEIO03XzWqPqxRskYkR1LnkuH7NZRX77wvlrwkNkDpbgmlY8Hj9xRtQmzMsHYpTeHNopBI2LNo8qPJLlSkXwOdi94p2gRNNPsinMiKz7lu69y+aRQ0Rc9lR0eXIklZrBs2A37lZ0UedKzoLNqExiPtQ7zn2pUdOg8Kw4BKV4fcwgklnThGujl8TUalW9W9QDEp8rr+LlJA75+MSrPb8aOEPZVODCP8QSuhzAagDRgacn4oKR+rmqLn8thjD1YnrMT1oMyceMah+SlTmEdpRcVub1UJDhH0vWNSTZGR0qWpZ+A+v85XYUPcw/JlnS32L9qEDMkrw9Pp6T1gmEJpmox4CPgd8Gegn+P46sDJwLHAv9MoaIqey3zJ8Y4boCqqspbhWTGpDVku6MmCohZZqZxrn1fHV5x0kZozW3QhT4jL7KhEKawy56zYt1FLOHs5zuRE2VXe4NpeJxUx9RqG6VvG/U33maOZytAy3EVyoI0MFvSoFZcRJwFfBS4FLgBmIjJ9A4Rf+KIVJjEt51ymq3DlqGxSE8pL3Eb4mZbngh4pfBLcwH/CSp0NibzshNdJE1KaHLunFNH/ULZXMZaiGpXCCCiRITVyeuoOrDHOqfMlTJ70GBiYMaMmE1ZTAIuAnYB9gD2Br1jHHwfGAI+QshQ3hXO5cOHi1DLqUjHPpXkJHsxzr7QR6bFw/mLWXnfN3MyRwnaQ7LtCisRLPYxuWg84GfQWLl/0BX3XXkuZPNP3S8Qd3GfVfFMQIzLdSxbR1l9d+gejoCDLarR6uA2ppz+Vlc1wiAuW2d25hB691whWn3hIpXadU0R+j1w+Qwx2O+J78/Ja6Rdpcdzb4RKYxZ57gIFjYZjjokp3B209+gZHpUzYSaVaZmNgIoa+Uw1/B9EYHbgRnHvudallRJexZI1kkMz643IlMlboRI2o/0VR+s464ZoEyiwcKtPOhQ7tUUhLzPRUoi5B3j024jIVmkNsMGJHrqkcy5jMuuPiok3IkPgtWY2MSkFIIzF3wi3Z6LRVe74V+Z4CNarVR6Bj3vMx9DSOB6ZJRlP0XP72twellCBe5OhGRc9A8DiJ1NC2D6mb7ZD5nElkH3/6IWmsqZLJsHjOnk7dUH8aYQZWohiRsnY86pfhYtLY4dKe/Y0h0Nbc8lJe0bp7H5mV6ACadvw1IQYDhu6XrYrSJ7e3TOTsxJnQe+2tPQfLXE6NDFZ3N4zj/C3EhunDEJumOzsb7Uzzbr4em6bouRw6dJOiTZAmuPgpLJg5lvEtv9V4eQDItXlGwPcMVCV50B+8+aZSIqVtyIm8bkOq7yl9vrKZWoExKettO7QAqTLao6L3gCGKBKcwouH1JKFmW4/eA8WvOnONurCFY7+hR/Wn/OwEvAbsBcxAOJGfIBb2DAGWAs+mUZDWuRwIbI54ZdC6KWWpRVH+Jr8BxZldLitSTaSydnJagUTJUJAXEGard5ivcEriKZXEDE2ZKUmVkScDw2POR2qMLSBbgvMQzuTm1N7CcyGwI7ADsBHwzzQKZJ3L/sCRwGhgjvX5APgQ8Sqh2da5IxH7JZWQxivdiW90iu6QjZdiPqiYHGUG/lBPiPgsNJdhOoEmAWWqnFks5spk8V3jdcknszj/eDZck2Fk9Ck/w4BbgS+obXpi+4OvAn8Hzk+jIK5zORC4HJgF/B+wMWKF0VnAccDxwF+Ah4EvW2FmWdcMTGNgHEaPfiprFdLEL19xS6Nkic3AsQyz4IF/jFWjL2XFLEO9jmuDalvfffgxxRJrOLcjUtGZne1NSN4iFXtmfvHCGBWm5E/RHoHCNFo8NdVIXqnxr33FWBFG15LJCa7S5MwqwN5mZxGwEljfcX4qsGUaBXGdy6nALoid2zcCtgGORnSj3gTciNiI82iER7wRcIp1zSdpDIzDxIlCRXFtZFLNisacS1BzP3hHTTYnusk74l/0fRIU2RCVpz5KZk+cokJziA0l6gsKWpCW1BAFEeiYpm+q8ciulnYtas9Aqmwups31lJO7FZKkPa50zqOU8yv9MIxsPuXnY8CepF8BJgH2660MxN6Xs9IoiOtc/gzYGuFIzokRfo4Vdmvg58lMi8/ppx+jWGJGs81z1y8nMk2V+Otlx6a4Oh9Mz/e4qayiqYjaOk6F/t1P/b1Dn1EKR7thUJBYgw79o/Q1DXEbaiAGbv2r9EJiZ4ohGT6pIXk7t3Hl++vpM3DHjPVrFDAGOJTajkGXA/sBU6zPPoih8cTE3Yro8RQ60lwrhUH0trHJJdrEl5reBnXugakmQTIn6vWPUVEIimbQdWm3hJKxQSp8DnkVaWfJyothlM6kYg1qkDqdLwb+7zNthsRK2y2fJg2ySL8yPFpl0dNYhnhFcj5wDbX5lncA3cCB1t8RwMg0ClTvc/k1oDdigU/uRBf9tBUkyeusSlLQGqRdjTMM4/OSCt9zeRJpQzGd0aXT0Qy3eCdp4pJLWjRTYssQmbgxUz/rTIp6mnYZokonOZeL2mxRE4koa7JkJTDPc+wu66OEpFsR/R64z3NsJPAR8D4wAffkUE0A8k1G/RVxZej67EDlytYsErYMzyRlsMGD6fmryYgEc34z0aOUDJSVsI5oJGjL6NM49AG+C+wLrKdScNJkOAr33MsfAb9EjNGfgOjBHJ7KMglOOukC/xOBFd/vRPRtK6sbmlgv3tit1HGHjPA/EfA6yTwp3oLk+JaKgAiNOvnsBMLUEjmXNcsJrIoIax3C+Py6M1SbIsgo30zH/6Un5vTDWS9dgd2ixiPhzOsg8RnXMcP3V7I8rI0GG56PnD3eK5bPHhseQFMW/oDYNP0F4EHgm9bx9YD5wG/SCE86LP4VxP6WNj8H2hHbEpnAYODwNIbJcNBBe/qfyKjdVPnQHjbEWxRJ7PjF0XtlYYpiypLCMUhg5rAD940MI5UC3rH+vG4SDZJFXtbeOeNXD5aFMuaPVbDX3GT32GHVNAchQvzGfmPXo7TGOSMJhmFg5jQWvdoaW1RtMBJNJcsRA/VzLhvDmT4SuBIxAj0WuM1xbi7wNHAQYi/MRCTtufQm3w+Bx6jVhk+BDZIaJcsOO2zlfyKjTI4vVvE8GV955SjJO+7ifZ9ssr6Dsu5zaQR8DwurzJaYgr66/bdVaXRR6puDYtKUv9W33FadIWGUOUOqtiVJyPQ1pt/gb9Z+qKqAOTexKnydInfD6dnvS5KjhgXi7bRV9Sk/f0bsS34o8KjP+TeBb6RRkNS5nILYE8lADIlvhHAubTZCbMyZO3mszg5/FnOULsN7XN6SrO4jZb0/pX24LiJeUfsJJLIporjkEk8fG8rQbuYS97JWkKLJdHuBhNen9WPzzmuvvtj2xwmYZQ0Nll3/8G34nosjS5MLXwf+E3J+ASlf6Z10WPxS4B7LgP6I1eFPOM7vArydxjCNRqOOyEG2PIe9NY2Bs9DkMqPEo8TPCSvK6Y+t2ydgmuXRdXkQXUnFEHgydXU6YwVG5oJSYRoGZpvahs9sjE3UvyB8Ac9QctpE3ct9iB7LOxD7Ie2EWNoOsA6wEPEKyFwYN+7ViBBFFHz7+c1/CnbYESDQZG/ovIpxlJ6nxryiRk9Jh8VlCLLBN0ulAocz5dkXpa8JTa/GvF8UxtK3ns9PWRkKOpTHDotln7/hfyILO6VlFt3zmI+elcvaI3SWrNC0JmMQb1Qc4HNuS+vcw2kUpFk0/yRwEnAuYgKozQLETsivM4IAACAASURBVO8PppAtxRNPyDTqSQp22rts3Fl6KnXG05w2vM2YUc8lvNJNVsPiefpJfrrqOmEkEzrOKN4HY5+RE5oThTzaFXD/Wvx6vPSPXFGvSczSz9Q85CYi4zJXDpcs2oqVyz52hHSEL0cE3LTu6x/PBnoA7yE2VAf4FXA3YivJucB5aRQ01o5MAVx00clFmxBJvHkn4YUyahZLkVx526m+xxv/ObwgEkRo379FbEUkq9SofSnaOS87BrDhMefIX+T8m0hro6M2DoO2P0GpvKJRkTpGLs5OTUe/9XetH69rDIerlfgc+DbiDYoHW8cOB36CmPK4He5OQ2lk5lyOo34Gzi5plDcWSSalqZgkJKe3yGlJDUvJ5xuqylNdNtSSqJddZ4APGc7bS1Popa8Na0TkhNVP04zXQHl9uHqfLo4daRrDBivgBurb/hLfSyx6I6Y1tiP2LD8aMf+yDeFQdqtQIuNcfur53SClSLWZDRLtFiLp/cMensy7LYhlb1HL3uOMv5echnq9nHThdQQu/02sGPJcY5JJHgQVCkPJE2JZHjJ1Z2ZhrAQeQLxp8V1EcZgTekUCZJzLI1Qrz5YsSm6RVbIcNTHrhimtY1CGhjMrG7Keq1fKDtwyZKhqVCa04fjklk4pFAVdmtfIbbOVpYREJ0W2hao0jqVhgOLV4uWJXCAVxHaSA7NU0hRzLocPv7ZoE/CrhPkVsSz69uU48/irlcjJbJ9LU20zGZbaSvT4KIjK4f+cd2lidVIr2dPKzVVAeuKaMGvkRZna0VBkXkH8mfO6c5OSBJUoT1LYEu91wSruC/KZtWLus3W6y5TsLlp3Qc8FwInA5lkpSLLPZRuwA7AVsCHQF1gBzEDsbfkSOd8Stt8+4A09Skj7BBe3oKV9Siz2LrzjzlnmgT9+KZZqRExREmbZcxnGkO22SSy72fr5qygwIm5+9tsipzf0FEQpe7Y99BvkeENPRiUwxlaTMYQokJGaqJKdzMiefb+U6DpNrmwPzEOsFn8WmIrw47z8PqkCWefyIMQG6mGlZzpwKmIvzFzYY4/vh5xVuRwiasI2gOm7BjzSgsBAyZzTvG8Eex34AzWpbA2L27FR5qgZ5bkxZnVfGfqjlOvrFCZQ4ffOAvb7WfM7uwb2vAc+9Ejb6KgRvtPyQuaVKJuLGKNWhg1/x9mrK9IE/3j2//IOkoJaHVUZUqNX/03qri+8PQiiNRf0ABzv+B5240jsXMoMix8M3IvwcA8FNkW8naen9XdT4DDECqR7gEOSGqWedLldf3WwPHUDAQWW0BDVmTcSObZCpWoDbH8hYfxNz9+ocM1O7vGMe5NyhmvmzChV5QrCyoyGsFWWNJFq5oKpsWiL+UmMTM/lGYhd3ff2Obcc+Nj63As8YoW/N41xZSXeZOiw3zZBg7rJF7boZkGQtMezEdZEZKdSl57moeDVK9Ir4H0uSFOJG6koO201vF/MgIBlpcE89TbUL+hpipUs6ZFJhs2A0THCmVa4zRJZlIC33vqg+l2umBS/EKYeI+RXeZnw8gfRgeIQ1y9XSQGJnMVtYvrb72Vkhxq3tFHKclJWTHk3P2V1CW74fpWmwTOpY94k9wHVFc3w/I0rP5dbTTkyb1VHqldSa4phHeAZYGtVAmWcy1lA3Bnr3wZmypuTjDvuiOPzhhGvUsq4ff6b16q1RyVpNd56jaK3fYZs45dFquSV0kn0yF7z2l3/TKAlnrKw01ndvxuNBU/cJ+VEpE+3RujJSolkYVg0aUzwyRZILiWkTKeuL3J8yEqLvRWRyk9jrBb3shqwE/7vGk+EjHN5I3AMcA3By9eHAtda4f6ezrT4XHjhn3PSFOfOYdR/dxwKq7dZF0kfy5Tpv/zWU1JcHR9lDmdZfH3T92silXuPOCu2rtxooRv6Bkf/NR9FyspjAkElv2+uv93x0YGSUkjcG2+Cbt/1WujFfZpAZOZcXorwav8MnAAsBWYDnUAfYDDQD7H7+6XAxUotDaFv394KpIRXYntfMQNrK4pM6rp/66WiTYtaRJo2On379c52c3XS2RgnDZXZbxkbPKM21uVV4trVq0+feGElImo/TmXRO5lZeVG1OUSEHG+dauvdJ3Qhdy5IN1ApcyKPiEqY2NZT8l5gy/bqKHjKqh81c/yMi+o6yA+jzXYrSpaAPpiGoq2lPDI1cs6liVikcx2wL2JsfgNq+1yOA94C/o14KXrJCSsBso2z37G4ld2tR65N06W4jrQ3hfK3h5lQwntpahLHxycxGi59ymywatsKiWfCSKT1+8uapx4axExNjRXAnSiczphkE/XPgRtUGaCSal1U7nPl+VhrxJJe5ntHKnKKWJ5ueRnzKolN3jRTvSi30R+V6tI0RiKnTj+/uRSFFTgDDDO/prIo4s6pixN35WnjsC3TuX9NkrH2PEnVMhuPL1D8iu+mWDR/1VUj3QcKXmFghPxyUt9nmRxVxTmpnEvPvl2NAQk7A1QJ9zpMeTUTKjpbx1+TZppz1Bhw8kulRTZk2wxz/nVj7UeaOEReawVI286VJZ1VtNeWjPnvBux+56ejLPF3YSS2y+tLFhW9jgWv1h8sqx/auq9/BNG5eAjwf8BDgP16q7WA/YFBaYXLsjvwc8SwuP36x+XUXv/4L2BsGqNkGTx4PfeBmJlrz6I0Yz9qe+VG64k7HTvcIc2usKZ5/nTOOdtg4/XCAzcSWTeEGU2HW3Pw+kmsyZ2s+zyKuo/1WsfdFgfFUzr+WT0sl/WGn4Ke/daVv8i+Xxhx7gPZ9gba9yRf3YEbH6e1SW2BaOvRX4kcTaasDTyB2AFoGbA6YjE21u9rgH8gpkImQqbncnXgP5ZBByEcyhcQG6a/CHQg3uLzOPCYFT4XDj54L+lrsmgiDJ9vtd8xNNY5xcmsND1/vWJUxd3Z1h12zE/UCA0yrqEeCGuoun/HkTPs5/ul0pHfI008I5K+rSgTYiTGgF0PSC0jNSp1+KZ/jqUiQYVfa5Mfon7CRvMin8LR6braWlsmMaUYWncroouALYA9gK96zq0CHgB+nEaBTM/lBcDOwNGIiZ8rfcKsBhyO8IAvJMV7KcuBPf/RXk4YHC50g8ZA4jSANWGxm8s0k8AlulWSvkUolJLM14rK8TDcZtdLCYySZFzT2FiVkXH6RopvUh+g4WekNbTxfnhqS9IMagi/QQWyidN0BabZ+SlicfZYYKDP+SnAkWkUyPRc/hy4DLgVf8cSoMs6f4UVvnCUtgVSwgzXn4yVuYN7eypbpkEsMQnyIItOqKxvAVE2pz3fVFiZoTzOWSdiXPmGN3DIEEqj+SYq0tis/ldSim4tciDuG7ZlP+VnLeCTkPO9SDZtsopMMqwJfBYz7HQrfC5MnTo94ZX2DBf5Qm7UffHKDAgfX3JyfNqEWFJDAkU1M59MTpoHwSRJiTjXGJ6/WRBXtnMAL21TPr99mkO/nLQ0aRE0CJnZFLG8iWlv58xP/S/P3NmL6cD5H5DQk/J8Ip1yQrsWf15ufy0udY55RHCV+ZySVV2LqGVCE0/wbWw+AbYJOb87kOqdzjLO5VuIN+9Ezdbtjxg6fzOpUbJcffWduegxqnMnlT22+ilpSC47Z6Trd5EL9suYhF6bspgV9ux1N4fqrCrWZMLcUTepExYy91iKwvK7GMUL/nt/yNkMbDIDvvuhpGFSHIcgm1Ko6Vz4WvKL88YA9avFi45ULG4Gfo1YP+OkD/A3xHzLVG9ZlOn2PBV4GpgI3AW8gdhwsxPojdhQfVvgMMRL0HdLY5gMp512dO1HrCdd2dyvTdCpzTP0TtoxqO3xlrTfUs6utGXYGYO0sv5yyW9DFXm3v4syKk4nicyi67iUxfdKMiVs15NPyMKUav61EknSf9ChJ8l31GSSro4Ma9TJnwkbpIFbHV77oSLecdPPr8kPXBAVV6BsBJKPl6nCAPqs+93c9WqkuQbYErgXscclwD3AukAPhGN5SxoFMs7lS8AOiIU9fwq4dhXwFHAWoqczFzbYoETb4IT1OMTYStAMFVJeNtx4PTULVSTCJhpwyfhGW5fNKfUFFRu/Y2sOTrUtWaD+UIK2JPAL0uT0WncQZtFL3LN2Jksuv2c/v7UJPjq8+rJ6WvXqUSxWfYYkk+W8qq1nA21FZK8WVy2z/FQQI8x3AD8DNkWMZH8M3A88l1aB7ITNt4E9EfMpv4n79Y8zgf9S84IbhODKmdRP9J91WTxRq7v9LK4LnmiFpYmKF66mk+A2PHjObGMi67/LTjNo1VXfWZI6yep2VjBq31WRY8+nit0PlJJ0OwyfQS01pMkIufEb0/M78npVQ2A5YxoGpmJnULW8jHnB+ign6WqgxYi9LUtGNi2haLfjFZj6UM5H4zhX+oTLoqyWdbgsbnJlSJJkiWVy0jQvYz5JE79nM6+iWXQnYzCKUiCRmAIahrCFX6bP9zQyU5Fv2qjRllZKaSuJJh3/QgyJj0FMbVRO0kXzvRDj9bsD+1h/t7SO587IkQ9mrkOuNzI6XFBfaW4+VdwnzZhty81XjYqtOtRPz6gtq1dZr0i5ao/ArPP21TvvCz3vjV++t42AnuP8VGbO/MfuiQzTUH0aQKjFpdtKx2TRpEflL0uVKfl32eXWMSY5ymXTuegd5aZkRutuRfRdxEbpcxBraPZGsf8m23P5deBcYF+gn8/5ZYg39pyD2IQzFzo6ukLPJ5qbFylN5oqAjWHMGCtXEuqMJVLhfaFjRWcuz/WGz4+sF5uUtZPXy6oO+QdQ15TJoiNZBhuqCGO8I6NhvZ1mV0fmVnk0JrxObYuYORLD05Xu8HtBOjvI/YExDsLZzNmS6jQMn3wxV/lf0yDFrUXYGPgeYrX4gcChwCJgNGLO5VNAdxoFMs7l1sB4S+FdwOuIeZYdiOXrGwDbISaH7gnsQk7bER177MFS4X0dFOtLvAn5RkBdlr87VvX5yVOkI0qKYaSfInTiGYcqtSnsWJaYCuaGVmUlDJt0qteOx/xK/iJbJwH2Vk+kdGRMqnNvpUc4zQS9NQoLTZi9tl2mCQP3/XU1oHfWWi6EzKwJvSbKVEeBjDtjJf7sliRzGoMryDpb7C8vL1Kf9dc5ddzIaLg5pKDXX6HoXuAowyroPWAb+UVSRdHaC3qesz6/B3ZCvPhmf+AIYD7wIBCyDUw4Ms7l5YhN1HcC5gWEuRU4E+GEXoZwMEuHCRhejyoT4tauRKtkpK5TUc/DrnfeSIp2EJVF1nB9CQ2ahTl5p5uvvrwMKN1qDjfSeaEq8/xkhHq7CQxoBCcAKEHLkh6vybHNz8q1lKTBklsTi27ENpNPA8cBvwEuBY4iJ+fyO4i9LoMcS5t5wA3AJUmNyoZaVTRcxwKDRR0M0SP+Jq/8hktOS+FINO98/ixVBh+Mr7muRzwg84PKRDH+VYTGGIXYjA7ScsU4DXHbjQZ0rXwIjoXoBHCcjoqsygoUK3FlcyAqfOzhq4QWZF1iGrCS2xufq5bZeGyIGHU+CNgeUVBeSiNQZurpCsQGm3FY1wqfCwsXLvY9bjj+DycsjNPJi1toki7METqKLJtJVS+c758H0uR8twyMb9XBlTcodhoqjuvyReXbBcys+xJAQ7bHblYtWSR3QeN7hvEIzdsUieAjt7tzSXJ5KogbnVAfU2ZoPIw0lSp5vlS68557rEnIIOB4xND4Z8CVCJ/wz8CXge+nES7jXD6E6LkMm9RiAAcApyAmhubCuedel+Jq2Z6pJBVWxjFtMKxo/eWEa4q1IwbeHMjsZU4KxMTCMz/0iRGXRV+i2JJYt6AmcaKiUm7WyItTXS9FYJoaipRJZlpafYrKyNwJEi8VKX2T7DVQoo8ydg+FTCLE098xL/X+2/nRhphzqfRTdKRi8QzwOXAt4pXdZwJfQ/RaXmmdS4Xs6x+3RCxfn4VYrON8/eOGwDCEN/wKwsHMhd/+1v16zKC5f/GIOwzh9y2OhCbDivjxpx+iRp6qkRu/TMndyXHc6D26szDlu0f9MvhkSaerVeuKgiHNRAt/FDJwnyMdv0IS2EBMp09LQJqZhr0/RQGZLKUy1uRRKQZsvp9EdzkkWj3nLGSx5oQE4LquJBWS+LMQgui99jBVpuRDS92wq6wPDEesDM9kZx8Z53IRopv0QOuzNWJxTx9qb+h5HuF8PoCa5jMWQ4du4ns8r+qqRoeaEp7Ulrjag6ajbvEt/zyQJkGHie8l5WinE5Ok7A76n00zUxrbnvLcI9MjGZe+X9lMyq9pBUyD5FuFJShLvQcMSa4razKvG6oVJJPVo/dAxXZoMuAbWSuQ3eeyAvzT+mgs/Ku0OCr6EOJVtKRNQ3AfqiaIoHtJaVIvQVam6fwLUhdLXmkSrfFQvograycpC/mFlJ8GaCtDTczC/oAhlibu2TPbDEzFWxGplteoNMbsgNTIzquMOhslr252n4T26LB+IZxXlrzJTE5I8tTlTIr63TTpF6PLKO6q5CT4ze80Ar4Hysh7VDduFS8TMrY2Urzyoix5bgT+aDBqlbYxF043JRXElkOreX5XQj65bKJ+CHAf8vfdNsTS9nslr5Ni9OinGDZsSyDLKhnWAoU/RQbbFDXfSG1ssqzno/4xlgMP/2GGGuRc9Dz1JUKiJsUN+t7Dj/G/+/44kTmF0iTe/KLnx7DW9/cq2ox0pO4QSyoghVLHpYvbn2XNIT+oP1/mRiHH8p/0BQ0SGuhaMonea2yepRJ12ItwVMssH+chSlq343emxHUur0YYcwtiSHxqRPhNEbu9/xqxEilT53LixE8SXZd+YCGmhBjB4i4jktLrvCKgUXFKSlMlPnjnEzg8hQA/g1ThJ9PvmCq9iuIgmx+zJ00BinAuQyxNsui4AUYsvRhAx7TJrMVe1d+xV9KrvhfleW8rWT51LWoHnM5lRgbKPunKenWeAmSGnZTOcBUVLFhGpXM+rOF3pmSFpbUYHvFbOXGdy68Bf0Dsf3Qhwrl80/q7EFHSBljhvo14b+U84BrEsvZMOf30YzLWkH7cye9oM1W1sy87Vo2guIlieL6GtZcNktBJ/Axn1HY75fcKrZG1QmZJWPbeT9wsV1k0Bh/2Ryn/obBi6Uz+vIzI6oHBI3PgVr/KWHEpe6VKRZ+B3y3aBAmMDMbuG6KM/BXxesf/BpzfErGtZOIezrjO5VLgb4i37vwE+CnwXcSel86pfh8jXv34b+ARYGVSw9IR/7EyasGN3TR554oFLeAJDhHDJmtlZZxOtiLJwxbv9MpU1TUgXb1ksdI3VX+zxAXpTa53+lzqQ2wxkd9qPk7UcinzefVWp6nEEtshJFOhtoVRvkBJ2jQz4HuYkrhhs8ao/2mbFTX6Vdc5Gj1dq7YQNIYCCZp8HVAzMBz4iGDn8pvAOeTgXNqsRGym/pDj+nWs7wuAVUkNUUe8Iu2udlkMkCcZcA5zp+RsdFbuoCtzdVrjKitgylbeqDE1TdMd/Hgkf1VC7SHCqnaUKU/zrCxpdGV+R4/IOFWjB9oz8cFEJiGTzK/MewFd4bShfllzcyyTHkDKzkFZ59LLKmBOShmlp+akxeuhifccGPRs5+dU5khmw8sxn2WTT0uKbUWc82nu7XEd+br+FdnR5aKR6FWNEy1V83/LiPq+QTM8YcuWgDETwBUl57BRGcq7TdnSFojuSgi6xi9s2PVlygiNJD+wPnZh2R/4uk+4AYiF2O+lUdYUPvZJJ10QK5z8G7/rexKNuuM+V+TW+KhRpELK8YeMUCDFg09HbqCtBhEB8ifveX8PnXx2Yj0NVmRjkXfn3/RrzpATrvQ+bZSwDqQ1SP66WS9ZU/xTp62P7tKkax4kT8Dls59UaEfGGEY2n3KyM2I4/Bzr9/7Wb+/nD4iR6BPTKEvbc1kKDjpoTwVSZOedOB+rQ05H4tdXY2T+sK5a/qFHZ78FS+oq64m0r7w08+LiFgXT92tw+Jhs/bN9A01zfi9t09fgDNhl/1orkmsiG7gnFSdQLlPgVMZNWSMkBK25yW7x5NtzM+JMxg4WkORCN3VzJMN+pyPxNkSSjcZqawxNoKQgDNRvHVTeBvZi4Drr+xzgd8AoTxgTWI5462IqmsK53GGHrWKFcy/cyXISoLMWy5Q0BaUyYXvnp1mmIdpxl63l9CVt6JSSjasVR2KqNQoBDNnu27JSaymQ9l4ZkJSFZ7Ei4iTP6t/YtvYjl4j7JXp572yByE0lDKXfoG+maFh8nj7jzqORUZEQOVUpKnTKvOjZ70sxQjVgOW18VlBzGr+GcDCXZ6WsKYbF4yI/LF4nwPU3VJoR+CPeJRkh5eoWUf8ldWYx4JaJX5BBvJQ4qBFCkgxslmYaYGkXxaQ3IXMTw3r84hIWNqacXHx0g/jxSpLw0pVIZe4mlGXWfUlBiR8x7U3UVX/KTxuwa8j5fYAhaRWUjY2AuxD7ZC4H3gW2KdQiV+tgVOtKeJWptVjO/934SzACvqch7qC/U58ZK56KSaKsIepyPDJP6wQKmih5mwMFTpsaSuw0NB0yS0mzJZ4WXTZKzqVA2MbIxyGG0RNTNudyAPAi0AnsAQwF/oTYqD2QceNeTaEyQZdSaM9l2grud726RiOr5uepMa9kJDlfTM+vIh0rWd1Tnn0x8Lo8d9FpVZa8+XzRJghKlQkhxlRPqZu7uGzGG3XHovVLnlNxHoInXJcm/5Lly8pl7cpkZY5hYCr+lHhBj5MdgKdCzj8NfD+NgrjO5TjgGYmPHV6W04BPgd8Ab1jfnwJC3+/4xBMJG3XfMpBmCDvJIGJ+1Fml0Mz/jHpOjSAfm4pLzeSak1yZtvmdODZJlVNpQYlQEhW5XFz82tMqlCqinG2QNJI36qWf5feQm20K+91LVE7wVGe96ZnjumpZstcxa3JlALA45PwyYN00CuI6l/bzVJvj82VgJ2BrYC1gbev7TojXPyYpvfsAE4B/AbMRr5g8Kuqiiy46OYEqQupqVO9hVs1K494QrrjtVDWCPPPpDZ/v+dFYztZP/nZ2LIuDOkySYDo+SihRFZA1ZaNjh2dhhhuns9VYxVM+QROUhUHfOV7+oiZAdWdZmqLVd/1dlNmROV6vRsWnRG1YCJ8B3ws5/z1gehoFcZ3LnRB7JO1kfc5GvJnnGGA9xJzIYcD6wG+tc39JYM/XEMvjJwE/BG5EvJ/8lwlkRZNb93VjlLbG6M2vp0HNlkbVWgpVqF5IqymA3CtPq9TWbClDW10GGzSJuQc4BLGnpdMP7AmcBBxshUlM0jmXlwEjgVtwv/JxJXCzde6KhPZMQDim71iybgaODbtozz2PZp99jnV9dtjh54we7Z5SMHbsi+y7r+PJ1urOP/H4Edx264OusG+9OZH99v0D8+a5p3sOP+d6Lr3kdtexadNmc8BP/8ykie2u4zdcdz9nnHqN44jB8uUdHLT/2bz8onvz+3/e9xTH/GaEKywYHPmLC3j03y+5wj7z5JscekD9Kz9PPekm7h7p3sD2nbc+5rADRzB/nrsH/NIR93D95e4trj7/bC5H/GwEH02aXrUA4M6/P8pFf3HHecXyTo49eAQTXv7AdXzMA8/yl+OvrrPtlF9fwjNjXnYde2ncm/zhF+e7Axpw8Wk3MvqusUDNQfnwnY846bDzWTT/C1fwWy65m39c+4DL3tnT53D2Eecy7aPPXGEfvv1hbvvbra5jnSs6uPCoc/nw9ffdtj0ynptOqy/C1/3hQiY89ZLLcfrgxQnccPw5dWHvP/86Xh71uOvY9A+mcNvvz2HZQnc8nrrhTp4feb/r2KKZc7jrpL8yd+o01z35jftHM+6av7vCruzoYPTJZzP97fdctk0c+wxjR1xSZ9sTZ5/P1OdeAGpp/NlrbzD29LPqwr585VVMGTPGdWz+5Mk8f9aZdH2xyOUuvD/yNibe526Tls+Zzat/PZ0l0z51HZ/671FMvPkG17Hujg7eGX46i95/13V8zvinmHhV/csSJl12DvNfdU/JWPT2a0y++PS6sJ/eegVzn3nUbdvUSXxy+emsWrLIdXzWqNuY8+jdQO0m2rVgNp9dcwadM93xWPDUKGb/80bXsUpnBzOuP5MVH7njsfT1p5l750V1Pta8289l+bvu6T0dk15n7q2e/DBh4YNXs/S1x1yHuz6fwtw7z6Z7mbtcLXrmHyx+4Z+uY6u+mMPc+4azcp67fix+4xEWPnObOx4rO5nz0Ag6prvr+dJJzzPvqevwMueJy1g21TEH3oDln73N7McvqkXAjvNLt7BksnsqR+f8qcwafxndHe72asG7D7Dog0fc8Vg2j1kvXkHX4hmu9Pzi4yeZ/9597nis6mTmq1exYv5k1/El019hzlu31MVj1ls3smz2m65jy+e9z8y3rq0LO3fKPSye+YLrWMfSacz48Ea6Vy51HZ//2aMsnDHWdWxl5wJmTLmJrhWzXMcXzR7PvOmjcUauUuli9ie307F0qjhgFc5lC99h/rQH6mybP+0+VnzxoetY59JPWPjZv+rCLpk1lhWLRHm1Na7qmMOSGY9S6XZve7hi/mt0LHzLMkGErnQvZfnsJ+nuctYlg64vPmDF7KfomPMMnXPG0TlnHB2zn6FzdgmmkbTWJupOLkJMXbwSmAk8Z31mIHy38cDf0ihImgrLgVOA6wPOnwhcAvSVlNsOjEX0iNr8DjgL8Ns8axgwYcKEBxk2bEuf02bdfBATEwMDw2jDNCvW3pf2X0HF7MakIsI5BmYNo806vwrTCiMayzZLtnWN0cPSXbGubKPbXEm32SH0+OzD1mb0os3oKWSzyrKhGzuLTHvw0TStX7YMs3reNKFiVkMK99SoZXLFhG7PBt5OU+w6sapiVMM5V4ybZv0QqPO4Yf2umHaKuYdNTcfO0qb1nzO8U16bVUe7K9bvNiFvZcVgVcUTL0S8TMsI04Ru06BiHas4bXfo6jZhlcOmVRURdztID8OkzXDLsmVUrPg4dbc52pWKQqB4ogAAIABJREFUKWy141a9zvo4c8+0bakYtBnQw1ErV1Us+RhWvGx9wk7DMK24GNX424JtG526u02RcG2GScXSaRgirtXznryq1KWhUf1dASoO3Qa1+K2yj2OXRbN6fZ1NiLSzdVUqIu+dGAZ0d4tzXkwrD+z9UyvdZvW3fb4azhHeedwwRDkzTUuHWZtPVs07H91OG5zfbRu856uyumvxctpiWIlo2glpegQYBkZ3RYSxCp1hFVCzp6goRldFFB5XhOsNNmqZWDvuLOxe423d3T4VCmFr1RYr8Q2nvIononUVwhTh2wwRN/t6ZzinXmcDYrWNzspl2Nd473TeggF2JRTf2+yC5E202vXGykotvCsNTPe1bdaknlqB988PqDXaVhxNs4JZEfcacT+pRc40Tavdr1gOnmGV15pg8bt2rWlWrI8I59772aRSqYh7m9ldu1cZtmFmNY3FVbYcLFtsPXYS2TbZMt332e7OeXTOegzEyKfbk8+eYcCEwSfeyGobbapUcNfnU5h17e+gmHjJ0AMxKnwAsIl17CPExup3IlqGxCTtuZyJ6Db124S9F/BzhAcsy4vA5p5jmyGczkCGD69/moyFUffF51dsIY5v9a2G1UzGn7lpRIaIMidXzvTprXRSzJzJZKiwM+CWFHlOJpzXzsfPvzSWXJn4xbXVK1fmurLie+8PSbyZt12YmS0uYiVuihwIKyBpMrZ6reH5LaG/GsY/0Jw36nshS4fh+atEoFH9VsPpaAYp89z7Im2KaskNVsz1W9zZSHeAlqEbuB34CWJnnqHA3oiR5//P3nfH61VUaz9zkhAIJVITsIBSvIh6AUXhWhAQPhUFO6jXBlLutReaiIAgRVFpCoJCUFRUQK6ACAJSbPQmSBEpUkISSEggOUnOeff3x+z97ilr+uz97pNznl/enF1m1loze2bNmjUtybAE4k/oOR7A6QBuKP8+UD7fDHwIe0vwfZJC8T0AfwFwCPiintcB2Kf8GbHttn4n9GgotAsOBjBS8fHeG9NjGCEZk4zVHcHyLQvS1o6wDODnzqU27VRXX2GjPHvDDoHfQHQ2+AWNou8bVHNsWMg0bTjF0t/w9fJ2sOEloVnlXxA3qr3hTyAetm8rvwhjuOoW27gDjWfkUE0OTJvxynZ4DqL31Gj+CcQrx4ZTOdMCTV7lRRgzhiTDeDr+sVXEGpdngFu9xwD4ofJuLviinjMj6N4M4D0AjgXwdfAtiD4P4Be2SG97W9J2TKgribn2yv5J8VeQoczHP9L3enlUu7eD8QVJKbQot13fvz0dpyGZjNBH6axQ3zd2LGVumkQmb75LM6s0tdHURrh0x9sZK8car3+rOxDgo268ym0n2rCclZ2gxXwqoxBvtRdvp1dgu6NNd/B1pSAq8HJtRMlvaaOY+txOnAGYstrGwt0EOoz1wbd93BrAGpBHsquPHd2opJwt/mPwcfnXAtiwfPYIgJsgL/IJxaXlr2V4D1hLoQrSyDSFZvqjQn1A3+fWeRazODtSZfcaJRN4qOlqs61oLp20ORGcvpwfWmQeQTc0r1qwz73Ckx2QCOG8+WsBHbEatUwTvkJcYttH1uHqgLQ4p0JRWjvtoAe5n8O0dzCMrdEp68C3C0UTo/Vjw6Z+NYBrAawM4H4ArwJwN/j+lxuAO/b+bYztgRTjEuCrw/9a/lYQhE+I8dL9/UDimHt5XT0npKjIhQzD56jeXVITKfMXQ+Iy8aILiRdk6KBIwfFYeRFSnsc9Qj+8r+GY8gGa9PL1p/YMAhmnKPkiRx4GKy45nDm3bfTso3xmKbqiycY9jgPwHPgUxucBzAHfgugqAB8A3wbywykMUo5/nA4+N/IKALeBz48E+B6XXwKwSYpgIbjttnvcgYwIMdvUO5O301TpxAU9ghFrGoUQulX1c7e8Mh+XVHlQbUnk7HyHoA0dRPCIFd8kbnAyIq2vx26/yx1I5JEeJDgkmbsd6uk7xx8ssi5+4E7zS5WOB708UDrLXW3Xc+QDA4bn3ZeBULoc6ZA/VCrJXOWMLwBnZoEYw8jwbMO7PDLkRFHuSpD7NwbwBvApjY9AH3/6NfgelyekMIg1Ll8EblAeWV7/J4DVynfzwedc2g5Fz4pzzrkoC52wIsHKf7qZaadO+eGp2HUFbqqoGvWDJZApzlknX+gVzm2CJ0Ag7kdbb3BD89o1iBUmjwyjZ9WAm879lZOR2T8eLk9FYUyoUgoZe2AFgGcu+0USDQ1RGevD3NO7ZcsfyVvWHSy4/3eDFoFGrmyq3P/9Wwth7TNbaqvwPe2i2v2cALDsWVcnq1tlZpxiCEDVC1gAvoZmLeH9XeBbKSUxiMG3wY3JrQC8WXlXALgIwE4JcgXh2GO/HBHLxwOoX1kCWcNRJqhajfXYg62EIdy/8+MD8hKMRNH/b+zCz3FZaPn5zqMPrQmoBDPI1AYK+KY/DqoHJ8iD6AizwX6Hx4g0jpH/K6/3utBNShpSSi6ywWxt3TiqdcmXt6GirrLujmPHfBy/m6g/DOCl5fVoeb+z8H47cKMzGrHG5S4ATgGfAErhIfCzx1vBKqtMTaYhDx7RhUMyNqXxXyaF4o2jabkMK9UEE+6MLNtDIv9VptHfYNDJckFaBCR/JgRJP+CEMgBTVl6ZfJdirPmunK+Sn3XRWWCeRun0HN+tTPTQ1JXpVWWR9JqJl0NABV2o5KUMQ5Onas/8QORHTBZpOqQtJDAjdR3VtnmSG0pdyjGBFnA5+H7kFX4AvnL8SvCTez6BxOMfY0vBKuATQE1YPZJug2BInhuWFI4bknwbSspjSfstw3bVpDFWHXnaIikhiwwTCaIMKZG0nNsROadEEekV5mB+SC8KEgZRLsZqWcyORg2PQs7omHJDxRmTHy8g8VnTF1lZtXJhXtXX2LZpXgyY8KMm8IyRwsJYA/tcdqG35cQxAM4DsBKAZQBOBLAqgPeD7/bzjTJMNGI9l/8AsL3l/e7gczJXOIjeS1Nfzzw7TR8YV2NqcUI9aL6IIJlqbqemIthojNRvtgEoSpaQdKU6QyaQCR3I1LHRBpnQIa++pojtmjgI1lV6RE/SBcmzGZcx5tYlFmFj+K5Zmd6zyLoA1tCv22DgBuTd4IYlwIvV0eCrx18L4AjhXRRijcvvAdgDwEHgq8YBfk7lpgDOBfBfZZhWcOKJszJRqges/cqHOgbiU0lVg9JEw+TPtMmQHxp1A7tvH3Z2o3KEIWGqATPedAqUZNeeop5nEEmoBRqih9nmrOkabPbAnF+dBqAD4gdZH10q47Gy1Drz6bus522YYftog/6gRNOSvHsRmdV1PsaXCobhp2+Ijj2BVjAVfOH1Z5tkEjssfi74xunfRO06/T146RwF36LoN8nSeWLmzHXbYqWBH+Bor+r6IIE+CEtX5uppfu2We+Bi/Rfn/QbKKHg8kQDogzyDblXCsPqM9aLjDiSlXc5ewxZVlMjVs8lr++V/I4OGttHLEO9bKJ+cickwfD952tqZhPFA6+XXw2MoHf9LTRJi/WOIfUgamBjfMRQYmrxqKNGBgQ0BQykbMhpodhzD4CvFlzbJJGXm7TfBjcz3gnsshwD8E8CF4Lu7t4Y999y1TXYAlComzE2x60eTd1N/FqtnASQdLx6rL/9733dGxpyACaHzR7f+4HuCaOdATAegyzZlCtba6X3tJC6Vh9RzG0Pz4zwwfeNdBi0C8uVp6PQqN/RplEy60jma0mLmudL0V65IRWpFxdkAPgbgdDRkZMYYl6sCuB78fPHT0eLwd7OghqfpGsL7Z7VX0U+VMD4U0Z9rz8p4VWzKwHR7RXOgkYGxltusWHZZPKSZqducULb7EFohsHnrwFAfMpVCsI24TSNAthXLpMuMNkbqi8I+x6FDEFsIyvirD2h0+dZDSl01tYiu3HHlt3ulvomdg8ZIsboLwLsB/B3AOeA7/Cwhwl1IPPNCjHH5PICN0LVS0inoYw61ISn0PBkDK0zmY7slVK324n2G0apkhJhp3nwNAV2yNzk9y5TOHPnpit94hR7YsX550fgqXY0hDB+HyM8svSXnWHoeUjnCr0iwWiX6hB0mPjMUhQDmWgx1UpbLxxnPaQIDgDg5+RuGMAX4WpooxA6L/x7A/wM/PmjgeOihx7D11ls0y4So+KLnUfZCOkgFDWqEthSKv5NobHwp9lPjkax/3f8YXrbZi9y0ciC28SzqP7bBnsJwF41AZ0Esnn74Uay90UuyemOtXsssqCXtfIPDyhIhCipcL33yEUxdf8Mwkr6GKlUUvT9yQ815X3gD/QH0JZYtegIrrb6BLkdQ8h2Cu2h58YvJHKaTlpS0AOpzWMpaPV3TZeDK0lCe1NFlCzBpynTtjSJwJ8DQgOcyL7mmsGPTDGKnnh4FYDPwOZdvBPBC8KOD1F8rOOmkn3iHlQ271EKuDqXbwjA6DDM81+IiTtzQkh6ZJSccPsuDVfNKpVD+OiWgRn1Y/dLa8AfkbTMpl6led+qZYXEMRlIAywwIINidNonE3PNPz2rDhKHFTlAXUarRZ/7+y/B4tvtW4JnxbcqWwGvpM3/LJ8cEmsI1nr9oxHouq5N5XgHgw4YwSS7VEBx00D4NUvcZqPT1WFbeTQhGpT1ecj+v2UmFfXztW/v1r3P1TX1oZGsPx3LDWmKnr3ymBS704Fi3/BHtQUzzjA9/IShultqf6MV3E1cCtvCR+yor5HioMug6W37U+M6bWA59aWsyBlJxROYqY8WJocUDdIHNmbTyOm8cM+47xvjq+dw0xxCmAtgawHoA/gJgbi7CscalaYxeRGttzfrr59wGh6p8ttDlIDQ1ZEaGBgqy8KkeTGYYdmgXai6YcmWDciuiHLoytG6m8OuryVJw14SFwnjTDmxZM33mjICZcoEum8xpLSLL9sDqg6tMFsCUtc35H4JGncghUzQGrXwiMHnaOmNS7nbh0nLEPKqAPJ00ebVyYlb3C9E4XtADAJ8H3yx9OviH2hn86Md1AdwL4EAAP44lHmtcHhHLsCugjUBfw5Lqggq0USjD71QvUXhnLYziPJsWK6raYc1EMpScd/hUPVZU844KsMJnE2Fm52kYffYURe6oJH6L2GxpddFKxTMyXtAim4iykqM6MBbROelHCpjD0JCzMzVuKOFW2+jgSppYOXLq14zWTF01LAIyoQIV1SMevrAeF9ltQ3Oc4ZPgO/2cB+AKAGcJ7+YCuAr8oJzWjUsVq5R/qaXsnYCp8dENQU96sG8TRBuYlGeypXEmG8jkm4xhPWquFOScAZsGOe3RBk8C62ZLRT2slZpnTRsAra/MzgRV5Dw73wTUNmq4geAfNGtG/BAN2wpeco07e4X2MfpngWdoWzDVqanVT2qsK4h7u2jAczlGpgR8GcBvwac1rkO8vxXA51IYpOwlvyGAWQDmgG9P9DyAp8A359wwRahQzJoVtxUTVdCZ8BOfmeERkgl/yrmWtlkuctgYePndsuLMEy/ITFGH93Bhggbzb2jjeTSlYG/4yXkDUd79aQWeoHz93UNhcNqYE/r0ZT/Px5tC242WD7+BjgHqvBfcd8kA5BAwNgwLHUxspKQXljuazNIFt1tpTKAT2ATA7yzvnwGQdNxVrOfyPwD8GXys/g/g4/PV848BeBeANwC4L0U4XwwPJ52vTsOjm8WP0SqEuZFm9wAnp3qL5EEIugqGVczsvUNWAAWxBUaJ6tnwkvBN/oPlLAy3Yra3ZKdwlg6vt5Jp6Z5Zuz9nZGmjp3llgebRI25c+dTV/a97y4b5RaJzKBuMxcXhF2zLxaTySOLLI/dGG2gL2oQxDyrjr3IV+kzhKizvJKq0GNbvYS4/RW/EyrNLYAzZj2vsom4i8Cz43EoTNgc/IjIascblceBniG8FvtO7iFeCTwo9HnwH+Max//57ZqHT98BY66MSgAqvjigLNbU2ROuXfZOzolUAYIwImwmJ5Cg77rOHmDYNUOKWulGbRpYI/3ZJDlmA289injSmG8hpGfnwhn0+jp4jTGj73ZiNMUBnZXQ/xFEw1t19L68ZKAV50yIo29J7WICIm4oUekoervWK9w14HkXoRy3DJ+tk3yk8fqNaZjriZC6a1sprbYPCqok6OUA+3nApgH0A/IB4t0X57uwUBrE2+/YAToFuWAL8OKFTALwlknYDcA1CU+Fdw92BNEPHDgm0XR1t0hpnZJpGV9SIOZGUrflW5Df+fczu7eT2PtWLXPvlVwDQI+LZEZ1fNuE858qNL4z1xDN5mlS2wmlRKP33TaEb36RaLZ77NwZwGPhWkXeB71sOAB8H8DMAt4Av6vHZFciIWONyCoDFlveLyzBjCJSxaBs04H/pGSl07a8Lna9hGrPUKMyENsWxmdNGHi7D0vkyHe0vCiq0O21+ewYMUl8VhuucdLMilHCmzPVlK9UjH95iGC/DsknTOIPlbbVnIj6GI4q3LW6b9xOM/KNNOkUm/K8iXHAmGZvlHaNaIc/dNAIeT6B1PA7gteCnLVZDvx8F8E4APwfweiTueRlrXN4G4FMAXkC8mw5gb/DVRq1g/vyFLXCpawWl//RHtuVC/Jp5eTMHWxt9uc9/euHgRjrG0AiLTVSxa+KeLaV/m8ULno0VKxlhpVT2FvvGbeozh8hu80yMLFqQRZ40xM2xi0JjqinewBxduiivKDGIzZfo/LREtM3f9GLscrDoz3ujS5xUu4Ih1sxvjOApcDtuLQAzAWxQXu8FvlA7CbHG5eHgq43+AeBYAJ8of8eBL+7ZpAzTCo488tS2WBkQ6n4wvRPNC6a/DhKl3RJ+6GdOHpw2Ufj6GGYqmrZP27B/Lz/6hPKqzQ/R4gqqrqKUbfas4wcrR4XcE5pj4N1jyCvn3Ft8jkBtAcFVsLnv5cxizSuapj+WzL2W5DE2zM1xg7PBvZMAL3xzwBfwjJbPXgd578tgxC7ouRrA2wF8G8BByrvbAfx3GaYV7LffHpkoBRR+pm5u7rNrJSOGHsyTo8NP6GHSVZvNy6cP/hApTYoM3nEjFxlQi1Vzqb9BNO3/9amPmV8W1ls7LKu4q6EzHxvBFSQ2z7Lthen4+K6ysc5un6xvumwMp6CJBT0qghSHEJgBa27+XpqIi2ZohRiT39eWCT6ZbvNi1gVj5TVfEynDAGAZiUihOQbwcfCdfm4wvH8ZuMNwr1gGKZuoXwm+Wnx91PtaPgLgyQSaUdh8840boEr15ZjhrT/FugqWFJwtY1pJdbUF4ntTtdeeEwG3+E/zNxDTrTpVYtSMeY5ReF5p29owgBV2FUgZpW5G9tehklPhZ2y+KXpFM5qtQ81Bc0g0nFbecLMxlFGOxLZuAxhkCZRh6poblfq0a2MXFVIyNr1ut3EowaSp62pulo6ZlH2M8+MfbVgfiYfixBqXhwO4AHxl+JPQDcotALwPiauNBofYqkANazPlfyYH1W+0WOHj4g1XY58ObqE/SuFjagqNitL23CVM1ixMd/V4lwJCZt/5myGo6Lk6LTHv2myBcn7mYDq+jqJgF7OrlPgSDGDuCppzSMAXohXlkE/KNS1sZlctC/CmyhEtzw1EDPMt/Q1MwvsrtXFB0kxg8Ni9/FUfcV8AbyXCrVk+vymFWYpx+QC4cUnhVWWYDhuXes9KvTdXktoXR4XT1ZFJu/LY9HSUfArN5I0kRHGCAY7NdfMgZlQsB8yNjCc8jeqxooAzZEE02jz6MfsuL548m02fxTCKsZli+9tjpbCHYsDpkstPUxltM2qrX6E9z7fBW7NggPXUrViaHcUWAD6I+oO9HoA6h6EAP23xWgBfSmGWeW/6PtYEsLwh2houuujKtlgJEIfISZ+aJQ5Trk0FkklcwqSKDxNTOc7/6RXRcX1Bqiu1Y+0KbyPhLXw31cddF1/mDtSGQZGAgXs1bdPpHENoC66/1JuN9TOEOBczDCfHZSs1ApOIDLQWPnxNOs9kOWwEmPXWGjpaLvsXJskmGFzLFv7DTnsCg8IxAFYDsHp5/6nyWvytAT4k/k4A96cwC/Fcbl/+qvLyXvBV4SrWBLAH6A3WG8G99/4rIzViYU5EDTE5BlRzsZDu1LDcr9lIBfXo6Ib0he+5o/4GxoGTlrwYuYeA24bqBzCizM8qW5+69wFs8a7sA3kWpOWOUc6x4fTQsPSR+4E37jpoMXSI9c5nTsNYg+DCW7bgYWDD7Qcrjw+i8t8yAtYfUkpgzphxKN30lAo+umwegJc7w3UBbAj5j39symWXF41LGWJc7gDg68L9e8sfhXsAfDZWqFAcfPC+DVDlFcquh5ly7eohMqX+18PrIrpaEW34+gn7D5R/TgXmo6JD2ucUuUL4vPXAz6HXauGJz3Wt8xYpd5cmz8/4yBebI+6bR00bjvYJivHIIjPDOlt9AlIlaMKySZ22miiT/RMwJWRBPKcEcsEdpgoxbd03oSh6lHATGEcIMS6PB1BtKDkHwP+AL+oRUYCfzpO0yqgZMICpY16mbrxfpTCHqmnKfkrxp8ilhOat5uBbzvwSNNv6eamyos5zVZokyTznWzpJtOFZIoZ/XfckEcV7GipDB4o4jdDEJBjH1rmXZMYGZFxQ/gbSbdJu8KU/sPLjNZM9PwuCI+WwpKPaMlV2dFSjZmR4Vj6P+P5dMzfH0WrxHnjWrwJgmXBvk7YAPyIyCiHG5RLURuPLwA1M2xGQYwxipfIP735mGx732BvTOFQRJtm4QmxDHxvJk1+QWEp/o2mlHEu76gJ1qcFoS5a2FhsFw1uuDlr3seKIhbDNlWCqDEGVgQgcWZn6RqYSV5piw4BCs0RN7VghEJWJ1IbnBMYQvgFeHEaFexeSKlHsavGHiWergp9RuRKA34HveTm2YO1yyP4t2S/ps4F6Sb8Q5lD2lYGJL1P+Zm4MBGWk6iWSiyjGeIIrvYJTvOmsYcpFG4adaV6wVkY8hDG/rst2V4sXw4C8Emq+dsUmzF74JAsxN3E7crKKFZ3ZI1NnfKtmXs5cq8Tpj6ZAbpF0PpUbXgzpoD9oNOC57EbCNBzhuM+O2EmdP4a8DdFKAP4G4EwA3wc/pWerNNH88YUvHJOHUGSPUb6mLTD5bB5qIJZpT+MLfful+38/dHRwHFd2+34OKly0J46F5Z5v2Daayd985bAWuCB5EmmSU8kSty3Dz8TnsVMPAeCRPVXHYNCNkDZFSAEpnxrOkgjmeN8AZv/5u+GRmPGGgyqwHh3OvGg4H8meYnAkAMBzT3rsWtERVO1s1t+gE9URxBqXOwD4jXD/YfA9lD4C4JXgB6IfkSRZAPbY4x1e4ZwfPahUxJSi2ryEwdRMEKgZeIjAAHxkH/cq2ajUtOK80CXrQM5rcMm01ft3z86zq17EEIi2QRMGXUV+zR1M6xtlpInQ0pyPrPkk6r1mscbGO7fCpx34GPys/0vJYYZ8X2nq9FcZOJjuJrAiInZYfCaAh4T7dwO4BcAvyvszARyQIFcQtttuy4zUKoe/j8ln9luGcLJxaWgjoux4w461ozrL0Ez0sFKYx7NAaXx0KJud0xOEd2LYl277Wow6Ek/71SMEcwnTMWjHfEbBTmDVLbYpmQkxWBfnZiYU+KxpyZwxDJg281WBZKmC21JhDmEjWX45FJYp3WKZNfGwt41Tpr24XC3efQwx/stNcwLxnsvnAbygvJ4M4C0ALhfeLwIwPV6sQcPPUGTK3xq2FXnUs/ZLoxdHZr1tjq8ANSftujiiQSDm03cSDsE6K7cB4vxUH9k7YZ9lzOSBD4mvSMiVl60VskF//EG5sXP6RyfQdcR6Lm8FsA+AawC8C3xX94uF9y8DHxofU1D9kF66hkFbpqf3K8VhCyb/ypUgtIfStxJy/gwBcntTDQs/WAQqrk5YLAHwTZpSAAv9UefQccfnGEeSv9qPdC5aBbpVGDpVcXJ4K5UnrHpeZro17xX9qobt0xo7GEdbEbWOWM/loQBmALgZ/AzxCwDcUL5j4Jur/zlZOk/88Y83uANFweyb9IllM3ZoyszwzkeO+BKdoy5cdenfstNU4dbzRXcapZZRAHjgWv8qZ8+m9rRjofw1oSv62tZwLLrt+iY5u4MU2sW4w/OP39wit8Hls3u6lFu2XEaQSmfZ8w/RAScwrhBrXN4M4D/AjcgdAHxAeDcdwA8AfDtNNH9cfnlzSp3o63kEss9J0Tt4qs9UNEorg1P2fDqVi0EmipOLjBqOinPpBdc5KMUh1qynoKnbzBbLIJoacXj5H5dfTcrQ9YGokOHxWLThTVh041Wt8dJgtdJbLJlUYSP7xpZSmbCn13P//ps7kA0m2QeBaN6mzPPNWP3buEWpQyxf9IAjbHc6P9lXijfgCW0BmwD4b/BTFfcEX1OTjNhhcYBvon4R8XwBgBMT6AbjuOO+0iY7yCaXeX4lbZhSxqOwk6BkeaoGIVNimIe7eJh6nEm8Tyn7phR/76wDE6haGFmHaTLx6QQsDa2SByaR3/XNw5wLeiqS7hCGTlRBh+pMNlLIWIZsZDbY7wh/Oo4tlfJv15SYAakfWFV3DdXrGdt+JpxuY70bT4JSMHWcuUOGmHSnZlqtDVaduYtlQU930jMO8VkALwRwcHk/FcDZ4AaliOXgzsGvpTAbG0esDwq6i9ERmOiNW1tf3ZtYv6G60OJumS5fIpNiGEWI9oR2EIF6y+bRo0jFLmD38xyGUx8vaprKu8r4an0ldiw/IRHNypx/Bbb13jtiKI02PmyCizQXnHkhBoizms0szLS11mUFaB5IMAY2lPfXYdflvpA/9PfADcsfgi/KfgWAt4JPc/wqgM+lMEvxXK4gaKIg6OacnYtclWnDUvFqFrXi0PxMZIeXchkwbdNXUn0ZOtDOfrUQwC1ffviyYcwdKtawbCq0hOx56ehqCBmbxVAaRPveslMo9Ov6ey8TEhEkVIYMiyXh1ztrFo0v7LERr3Q+9dxj9nS0sSO3FW5G/nCZvRNoBC/rJNKWAAAgAElEQVQD8M/yegjARwGcAuDzQph7AVwNbht+GsDJsczGhefSXLdsPr20gi/7C308jWZKNT2ZjtnvaSQTFYjS7V1VC16qsAXhc7Hw8a2oYYwdhGShVMoWgr5GRD9cqqcrDE0XgUrnhNpSeeViHr2/MHIpomhEWjUaWbP8XHSD60P4e64HfBk5XAqWkTY3PRO6N9YyzuZcDgNYrbxeBfzI7j8awl4DYKMUZiuEcXnEEadY38d7V1SD0M8I9Rti1s8np3jJlOqhbpNXVOpgV6Wc1TzIgp+hMhzy6ZPI5z6kXWGytGkZ4TTkMtD0MhiV55cd9W3yebgQhf7IA6ai5dfu+nEqiKDG+t2Wki/5P3n2sXnoNV1oQ5FqlLH+f41jzk1nKHwjkNMI9aUjhSss7zzh+N5xDhedPNVKLZ5zta8YA8c4My7/DGCP8vp5AA+AD4dTeDOAJ1KYrRDG5bbb2k7osX9pdznw0TSCucf8Kqcc3WTEMimMZFRKCtvt9ZEH2wmVoJAIskEZ8IYdttSemeJ1t+65McjTVkQnH5WHG77+Nca4pjwftPIXlrKR7xnxOrvMmYb4V33FNumygMgJP+s8L4w0w2uvRMrT0PTiUgUSGEybQR09KEZI0D6DriwuFMpfL5jzI8S8FK8mr/LiEAEm0B6OAPAaAOcDeDn4sPenAHwfwBsBbAq++8+5AD4IvtgnGrFzLn8P4KcALgSwJEWAHHjb295kfZ+zJxFGSvUxVs+YVDXpwUbV4NTfFgDUyVnV82p9eOHwozJKQ2soJJkpvPMD21ve5gWVZ2HwiB3JgJqalduY1unxJ5vvsiN6Frn95fALmdrW+k5ji/reAZFyTadb4/VvjYonGbUpgvi4twcCBrBC01VB8T0TsdpLttOnlseT0+ETz6bcSXlCP7rYBpiZqOVaz/oMhnbdEPXprbT6pmPm+Mdxton6reCH3vwEwD8ALCyf/0/5E3EWgGNSmMUaly8FNy5PA9+O6KcArkQH1JgbgZrF4CWyUTcbhjV7OZxoHDKDQchQm4xVRRZWyxSVMUnJ45aZBeSLwM4dzvIuJt5Yg+SoyWLT6qaQOIQePGTf4EIF9TtKQ/0NfGC18fRKViY5xGwcyHnibfHzdf65B3sEo8QgfHLZdGgSnwnNschFN1oZUpFC5mMSLQmj39nN2wl0DFcA2AzAh8FXhm8KPg9zCfgw+M0AfgXg9lRGscblywFsA77x5h7l3ycB/ALcpZosWBuovXxAegur+6v0AQM6PDcoTS0jI/4var1slKVQ/pbKoSj80svkS5uaaNwYlET1bHEEgy7GyNXCJyYwVx7FlNJw3iGtemS9Ce/j5WuvmzD+hGrmE8yOhNRm7yyInViDXN6GpOHeV47yqNyxhzZcWbknHosfSXV2UC6MMflhwBgwNH48lxUWAji9/DWGlDmXN4EvYX8hgLeDL1/fD9z1+ncABwF4UaqAPrjttnsCY4itgFoS9F6ZGsNOsvQDOgNb3rLal4j+VWkcMll2auDdxtH0N0A8Erf8NfQb0LDK1RK8RykLZtfpTSdCcQs+dvtdUdHJJATKbu3nUC8L8nJMQa3jix+40xCQ//FOZ0jeS67gtAMSzGB6YtXvKtwX9r50oxh++j5XX56GU74WS2lR/pctz0RC+lxJKjRvynSHiTlO/W5kyZOB8k1gRUSOBT2jAC4H3zPpxeCTRV8B4FgAjwC4CsA7M/Ax4pxzqIOCciDOQqjrZEhcyqwK9YZS9GzUCBh0KNW2iPjRSRc65LHAkJTcvuTs8HH+eniyUpotMe5N5/4qgZII/5xrssmN9S4OqmPyzOW/kOWIdOhQdtvYB4tPWEAGLLj30rwEqbBdGUrXjD9rd9EdPQiCkarQGV5wmzNWV1D5a7L+Bp2ojiDXavE3ge/y/iCA94N7Lg8E8CUA6wL4LYCjMvHScOyxXza8SfvMeWK7fHGyl1J8poarPZh+kjGnHJxWjsrwvbMOiIoXy9ttOsvIodR8h8p9+/u+MlmNLGGkcNejD/WkGClIiX56MrYUrmkXTSFnY7fBPof3r41V1Hdkt4UWqhFPahCv/Ilcb9tPB8cZO8ZAbtMszMg2d5blh6vO2Fm465o5OYG2kHJCzxbgcy0/BOAlAJ4CMAt8cY845/JkcMPzfwEclsDPiFVWmWp4k3NWNXXtE16+9RvG1uPX041c67ZrCvVZ4kx6Kt4yafJmYZ2yZXPErDKt/gZSGCJSG8o84it1Er5T6AoAU1Ze2bhaPMyJpi8po+KHzsyMro1JkdvD0NSVjSOykvgNLqLqLELSm+DOH5o81T39sHEbrbC8IyJHzSX11Qp5C5qxKjKgWuXJhqZIq8XNSRt8JWBD/Jeb5gTijcvbAbwafMf3/wNfxn45AGr/gQJ8F/hPRfJKQHOtUn9/8vK+5iIacrTXspZKkK9v9zElBpN+9Wpy8Zlbn7oWMdgMyorBINr3rtgVmnHggJeREQk/OnU58uHpEy5cfnfj5gyRs/0ZRFum9OsqFAXt3WRE2E7Ap09si1uoN0JH17eA2u7hSaerMObtoAyw0ELoKWfR/68TGGdbEbWKWBv7WQD7AJgJ7rm8DLRhWeH/wM+1XGEgG2oGzeddyJhyaRr+po1VF0nxgT1mx2tFRp0U6ov2ASVeqMMm5F1he5kEf6lzni3uzXVQbVMM31wTan3CqX9zGCw+Rp1vJLVHLmKAZdg/SqKQDZRbXWT/AyATGekvOt58TKCPaQB+A+AjTTKJNS63B/Bj1JtwurAYwMORvJw48cRZkTF9jDXKE0n1TpT3VspM8D2a9rRUL10rw92tgEmmHDrh+MPOzkClAZi8Q+bXAAY7uymEf4F6ksS1p5zRjxtqlzQFq8OrEP6EGpgxgtiQISPm/Po0zioyEdVGENnzILXXkwJV6QT0j2Pw9B2/cAcS0HyHxsFBfW3z7PnUkcJwrT2Qqfh1EsU4hfBEprVk3l98iHUCjLFGfh3HYgA7gRuZjWGFmB0wc+a6gxZBglzhfAsaHb6iVRdY1cg0N999s9VwJGU/pkFEg/OTDL7BixzfwBI3ZcTNBSddD8Z2vesm4DNHluIXEqsAsPqM9TItjCmIq1Aa+cC0i8j4FuQwsqestV4GKpEQCk1XmzYtjxsQdPK0tTNRihTOVZCcBU0xAKPzSJyo5euQsPFVjFELraEpq7vFG794M4CLATwOPtq7u/BuMoDjAdwJ4LkyzDkA1hfCbFTGo37vC5DjTwC2i0mAL3yNyx74lkOmRFG/0dzCmrDnnrt6hjSZNiHhXRxqU0mfP+nHp9rnUqRYvijtRN1DaibrksJt2mkhCN3z0f3o3ab64RJa76xtkEYszvDrIrb6wHvI500YGzloRuWlIxLlgWnrm625U4huzzSloA0w+Ltjy2DSXpe2HmxmTN90l5pnp6zsPN0+33iFO4gHWaqdoUfExKdTp79KlqHjyL0VkQPTANwGfq43IGfTqgC2AvCN8u97wQ+s+a0Q5lHw6Yji73AAi8CnJ/riM+C7/HwTDe1H7rug5xsRtDtRtrT9GVkOpe5TY1Xtqv6ESe2ePGuKzklVGmUXJ/nE88wgmLeh9yW22ZLWqRbLG+T3N+ZJTKfKg6xXbPqNSj+pzRThrkpZEFLTQ2WxBs/4jcmo7t4tcavkhvZBUyqrZ07HFKLYgpeKBni6F3jyfExWm52wAjqF35c/Cs8C2EV59hkAN4IbgI+BO+7mKGHeC35k4+IAOe4At/8OKX/LASyFbpysEUBTgq9xeUQsg7EO3xNw1Fj+Tygz0MaXQTYFTcpUf86IPS29U2fR2VV8/8azAH2MhxnUPMLW9Xygoswln6tNCx0+z4UgWoQ90b/w7asFMAwMnh2p065oQzg2RZlywpgoJbepzDepOy++NsKJaDJLfRUjA60Py+TKqaaJ+ReNpmaTh1re3bA6x8Bq8ReAZ9YCw/vXAPhP8B17QnCBR5ikj5Syz2Vn8NBDj2HrrbfITLU500XvNcqDDoXGvt5uSBph8hj7YJpijlMGLiP0wfsfw8s2o73rtPmcjm6oJwVKtva/V0ZhKXIFgGcefhQv2OglGTi056JpyXHYKKo0LH3yEay8wYbJ9Ey2xthD+66+ZQsfx0qrbxBPQKxcIaL3w9oX43hhUB7SIFC9B/5sdNl8DE2ZbozXSb3dTawMPgfz5+BzMCnsDeAeAH8LpP2JeLH8ELug560A1CNZ9gbwb/DN1E8EMClBriCcdNJPgsL3eyvqX+G9Hkn5aa/lhTbMFhhMoqUfrVjRoJ7rNM3+BGpQUReFCuLrTKrw7a/Psr53EmSKg0KJI9MqAGY/R5l+F2Ll6RRihzXtSafKCCutC76nqcRfCSrKdP33z/Bn4ZAp3xSJ5puSonAN8bXTVs+94HSzACUoD7wT/bnWPmhwaguAgrF+GgotALPc89sCiYazxEIlVOCZO88zRikYQyGez6d18D0EK3Qx6ifNlXVOXc9xGYXyVwxFGYOh1jOhfIgmacnTvnbO4C3o7Ec/Eu15JKaAD3UXMHslVwHwYfCdezqHWM/l4eATSyu8CsDp4KucHgTwWQCzARyXJJ0nDjponyx0qgZKN/bCEHegompRUX8L5b7mI6s2VclD8pbKFOWYBWFYGNWm8OLr396PTpYIT93bJ0sNo2aG6UvxTa7DXQgmOY1UqAjaM7+G6y1f/qwzjI1txUvvunjkvjWYZz4aaLDQdrvZdt6IGR/6gh//pjxTjaWZpYks9RqN1pmOkqkX75LsOlt/3PY6HNq3tFFqr+DVG4AIij2OEnxlltpF4qNUlKat86YEedrFEOO/WMy+5g+Yc+2V0rOR501ORm9UhuWLAewIs9fy/eAGZph3rcaGAL4KYAfwY7p3B3AdgHXAbbyzwBcfRSHWuNwcwIXC/UfBVyu9GcDz4IbmR9GScbn++g1sRcSA6jgrz8D1JfleDcZQQD9mz8WHCfQYYFQuFX05tG6Msj5VQzqVV6aQG7x43aQ5eCFhpMcJ+txoWGp34donVl9Jn1JgXZ3owiriquFdAGvMnOGVFZR/wxq4KjqF+CCARgTs7WXB62YmAy2XrTdl7RkA0kyM/vcV711o4iMUSqW3sHbLaPKeOYVAf2jJM+7kaevwsIMce43h3aRdamojiMeMuLILp1qcfCuiomhts5iBYuZbdsbMt+wsPVv0z/tw0+f2jiVZGZYbgxt98y1h9wY/oObpCD6vAN+OiIEvGNoEtT04D8AbwVe2Ryck1rhcFXxlU4W3ga+Aer68vxncuBxTUCtb7dkLpkRe8ttqqNOslvXhb9Gk1K8KwnA0SUU5EWSetDXH/NqacKQSS+20W0nXXtxkvU9mbbQJaoxremNsHgrl47qshYYawSADL6NhmR22yufbTw2Bb08hxzfLkeeSklXKXkY2gwE19NwlK9dXFqb8NdDucj30BEv0XJpoWrAqgE2F+5cB2BLcQHwSwPng2xC9E9zQnFmGexp8RXeFTcC3Enp7pJjfAl8ktC3oFeiXAvhgJG0A8XMuHwPwuvJ6EwCvBHCF8H4t8GXtHYGrteQIP6XA/j5kpblkGhpWdcsTOkwmBHWfo/YMUknmgDLYPzCXkIV8AjstauFHTwziW0okP1SgzF6zAKKoxCHf8oIwOq45omE0BQuTKggmAzRILSTqEH9VSJfdMW7EWKGkrdBqJRNf0s815NVdrhE21f3RlBwrALYBcGv5KwB8t7w+EsALAbyr/Hs7gCfK3+PQNzzfC3yNyxWIw5sBnAbdqKzwKBL3v4w1Ls8FP1v8t+CJWwDunq2wNYD7UwQLwaxZF7oDtQTVf6iamn6xiLdSd4g5YtRvXOGidbbicTjjRJ+dDRqAJQGhxlIM22zOqEgdLBp4N/30FySpnF0MD2k0vvRbnxceHF1T4FrE05f9vF2GbcI7L4mAjrg5P9OCey8OlME2nSkBuWyqYLlCGPs4KELcKRzD828lZOmmkTmEAkMs88+e1mvA7a4h8EXP1fVeAB4hnlf31yl0vgpgo6Sk1yPNFNZBooMw1rg8Bnw+5UvAM2R31HMD1gafK/BbOmp+DA8vi4xpbnalJ/15P+b+mRzX3s9j/VAmakwJVV8zibqP2cC0/7X3Hsrf1U9esti/HObT4w6FRXX4A8mm+AZCnTXitei8sTpx+o4phuXDS8XHFg6Z4DG1zZYHns7VTjqt1KGvAkCxbJh8r34vN/GYNKuTcL1DO2WJglMlBXR5AmTojYptQaTwOR1woSLY+Dhk8JpvTcybpqC1YNI3K+THSi0vihGXFG5BJ9A0bgNgOtpwMoA9Eb69kUYkBssBHFr+VDwNYEa0RBHYf/89G6Se4v8yKVAGtYL253Yyk1dSbaZdFiHru3VcUqgLevqqR2zk5CAaPv/VDyfp3/yzlYJm8QVRDYIhITnUq0pju30+kUxXzbWCeEahaQMwmH56AQpDAayz+14tMhwQGHTL2jee9Vme+rrWFu+raYu9Mx/SAeo1LwyFNbQMi+ktmtKATNEJOodV1nqdsqDHkIgO9BoHMOeyKzgGwCXgi6+r/btmAtgZ3Cv6CvBdf6KxQmyingvU5ubm/f4U14RlQp+5rNnMPupJbYCKFiBjugupNlgLwfOqGJKMUfPpg2HUgQwgRAujrX2TwPiR7/tGd0AC6sVfeoRofePZQnTBF5CqU33iJ6WTKqg5WmCnUOZy4YzSJYScL64lldX944IKY6KdUPgZfdOM0WWCw0LM1gkKnZ/rgFMuQy623ambQCwuA99I/WQA+5bPzi3/LgRfkH1tCoNY4/Js2ItQVcTGVFdeM2KiKorBUGSm9/50rE2Uj/vPFEaiHofQrGpKuVcyBNE3Bg78+E0rVa9xL9jb6a4rfk8ZUw2ERr0Lifmc1BFpAuqgSUz8/oVJSMpnrhBJ7al6YSxUklAkdttY/z87jzGYddWkxtw0xwh+CuA34N7KTcFF/yeAy8G3lkxCrHG5A/RiNBnA+uACzoN9smhWzJ+/0PLWNBicCxFeib7/sFKo6niM6F9k0Od8MiUeXfHFlNaeTFVuH2nNz6q/zzy9EC9YO+yM+1gz2z9SRh9FQruWIoErBeK8xcULnsUq0+lj15ow/n3nTNahWf+KfmOQQ3kZ9VVbcFWNLFqAKdNf4AzXruesC2CaF7GAYZO3RNU8unQRJk1d3SiGxsNaiJVaE/rhfCudFM4WIS5zSJ8CAwrXUUneSqMyLDm93ugSsKGVAGf08VULOoY3A7gXfLX4b4j364LvZ64uJPJGrJG9EYCXKr8Xg2+6+Tlwq3enWKFCceSRp0bEIpbF2Kwo+lZ+wdQbw7CBg15lPOrvRAPTIY8SzuyqkfkU9WMHZRmHfPpkhYA7jitcuurxoGANQrw0TI0iHzaoOxlxd+U3v621mz5oxRk0uOhuZMqA2eccDyCDvF6eIgGkgdRiw90hG2HuTfIRqB0SzY5QJRyBwnt+UdX+UI4ZNxbP+WOIWANF9pXi5W8M4BrwY7xN2AlA0ofM7cFdBuBU8O2JYiy+KOy33x6BMWgThq57tZEWYiDJ4f1j99sVpYFhYMI2l6LhaDMzVY+nHkwxQT2hZ9TnDv5QRKy80OmnckyXuM5zmpav988VpgDw+k99LJGKgFztWgIdqT6OASthnXd9kn6hyi46w4i50q7obhTkZRwM+kVVaT4qroVvuOYW7/UIlShIVkWW0AEmzlaX/9IuCjNRt59R91Gw8l/9YuW1trHS6RKqBT05f2NkQY8LU8E3V49GUwt67kCLJ/RsvvnGGagweM4Md8QUtKzBA6Gf+yJqZpuWFsJUi3pcYAQ1Jv2RYZmnbcMWW24cXxIZGplOZfuiTaNJ/WKivd7LN+PGivANXXkw6CHaKP4ddQysvOFmdQ0lO3G+a38SSq5vhgZlOqN6zA7iBquZCZVdUZU5PuvUNV9qliEJkTVFjNJquc3LTE+5mf7kqeuOm+Mfxxg2LH/V59wcfHhcxZoA9gPfZjIaTRmXbwWwuCHaDUNUIiYFZfMvFFI0g30pxDH1LWsi6hxLylw1x67u+bGT/LlfulSqPqqVUsG6LJkQ0X6ozhYKZm9imOSaeJHtXXWuuPG9dqHLkQqT6NbkrBg9eA/kb8iNWRfDKsQuSrXJqPip5aCpcjTonpUEMeOKvq5Og8MTyUyjddRnNEsTLGmH8n2cLej5JICvC/em7SQBYBTA/inMYo3Lw0GX3BcA2B78bMzjY4XqBuK0rO7FFK+qbrrdTVdV1sq01OmrXs741kCVkAzToAsw1hECGJ4FQTw93BWy+j9cK3o7fBpGjjbenFeRLUbRXwfQ59E+OtTaAZ0SBUAmeQhXbhGgWLqSJ96TmpUyFaurAvdiC2WTutWbFQ66Xfmk4wi/BPD38vpX4NsQ/UkJU4Avxr4NwFMpzFKMSwrzATwIbvGeGUk7GBdddCW23nqLqLi5RpDkYS9qLLoOp3kOpSFucayoNkIZEyZY9xWzTRplxTn0BUxkAkxhbHYsA359zhV438d20aIYp7FajWv/RYpB2lQZLg6HXyxf2qroPvMq1SSL13+/+HfY4l3vMMpkpu+fkf2Q1UUhd3diYeM+VhqhBddfirW23zW/984S1zoo0gg8CSt5UDC7951EhNGz8KFrsMbL3mJRPEC9uW/GTkWODnhhuqGJ00/lCVd1SAr0c318zKI0+x+1breWLrwHK63+cgPPbmEcbaL+G/BzzM8v7z8J4B8AbmyKYawHd8jwWxvA6wCcgRZnmNx7778aoatXMuqejuXzzF0GKyNVrcCqNzNkyEJVGnEGk3p/951+36CON7iJc15fdEDiRbEtuPdh7n0PBNFwDad7x49ESHxbKW3M8+IDgffSR+/3j+aSOaaBCs6HACYJDSY1khMQyQyC3LL5D/vzyIZEa0KMHjx/KMd4REjYMrw236fG6NJ5wp23q3cCzWI38OO6K5wNYJMmGXZ4eoA/Dj54X3cgElZfnvImxBCrvIw+cWQTVvYxUvzl88VJw9LohVSN0uoi3Y93xAlJ0zO8EKJ3m+o8+ngXc/Awz/s083zLVz5vlqOhDPGxkZysQxLbQAOVi+KMj3yxo27WhBRKfVFPt7+rP+tCQuFdZ+tPhEYhkPgRmzTyXXGcvKsAPjxtH06ftFVdT1uXWiPSTTAAjBV5f4NOFI0nAGzdJsPUBT1vAT/8vLKIHwFwKRKPDRJwMPgZmCcB+GImmgpyFAX3oKP6hG8jLJqWqqGr06x0e+31YN7DMdXcQjV4n6abhBRH9LxYRfCQL8eIUleRWroGNRuw4mmYBaFd+dJLR3xpoWI2Ue5Sy3NQXpnmIneq4ClGaZVBbRuAtkIthgnN06h0REQq+v9Fwnd+q9thoWeHb3qqnmRHTbAVF78A8BUAHwDwbPnsOHAbi0JVE14dyzDWuFwJ/LDzd5f3C0phpoMn4DcA9gSwPFYwANuAn3l5JwZme4RowUqBCvMkqfeCYal6LeugovUm+zQpyjVV072g3A05KS8iUt/l9xSmqJaQxjunCouek1/9l6kU29rIYLUdqeez5GvhyV4MkHsMvIV2Tv30TpahH7Dv+Q3xSoXC4LU0slJSrSs5pBtKbiNoMPBJlyK/l9w5J/K6EEh7jHoIqr0pc9PsIL4KfrTjjgDWK589B+AZS5ykL5qyoOfdAE4A8B3Uq4pmAPgSgAPKMF+LpL8a+CHqnwJwWCSNTIgxm3yNUdO3qwxQ0SBVZaGMTvk1Q9kWl0EGcXAAlcq26l6KvuuSniRHCUuDorK1BjiqbGRDfWeTQeyDbupsGgOb1N9Zp1CaUFqyfDK4zR5vmzSzwSJcX3nynDfrUuZ4320w5J8b2NFPPgK+FqY6wqoH4JsAftYUw9h8/TCAnwA4EPJy9acAHFS+++8Eub4P4BIAV8PjW33hC8cksGoSDLTxx4RHynumG5LVfU3N4PGUwqt3tBHqWlZEmbMU9v3Q0VY63mDWWzcMGs5sxvs/TZ26lqJ0bKyrd5ccGNuX66xCBKDLFmOMtpG+x049xB3IMb+0kytNUwuvSkv8WyGTZTL7T98Ji+AaIvcO7BNffMca/NhBk5iz47knfzcw3hPwxstAnymeDbGey/UB/M3y/kYA7vMAaewJYEvwYXHAo5bssQe9/crgkNqP4/EpU5D+a6dU/cRBM30IPU0ZfXSfXZPir2hQ81xEU2r/1e97N/k8p20goiiab8I6aWwZsOYOPkcP+kFPdkJO5/JmxtIw9bF9aTL1xpwXa2yyC/3CxcdHjqh8dLQFlKLIXal8T3MTo2hXlXeyIiRMumJVOP6bOv2V0aK2jSbOAh8jZ4s/3DSDWM/l4wB2sLx/M4DHIui+GHzxzn+Dn1MOeLSNRx31fey22/7Sb7vtPoiLLrpSCnfFFX/Cbrvpq5o//ekj8eMf/1p6duutd2O33fbHvHnylITDDz8Zxx9/hvTs0UefwG677Y97731Qen7KKefigAO+JT1bvHgJdtttf/zpT7fUqQNw3nm/wz57H6nJ9uE9D8L//d81ELPgD1f8BR94z0GoCFQ+zQM+fxp+evYVECv67bc9gD3ecxjmzVsg0T32Gz/DSd+R0/zYv+dinz2OxoP3PS49/9Fpl+CIr54tioslS5Zi3z2Pxs1/vQcA8KadtgIDcMn51+KQ/z1JS8cX9/oWrrpU7o/89Y+34vMfOUoLe+yBp+H/fnaF9OzeO/+JAz56FBY8/az0/Mff+hl+dur59QMGzH18Dr72iW/g0X/+W3yMi2f9Fmd988fSs6VLhnHcPkfiHzfdLdH92yXX4PSDvis9Yww4/YvH4NYr/yI9v/tPt+D7/3u4lo5zv3Eqrj//99Kzx+55ALM+dzieny+n48rTfoLrZ/1Sevbs7Dn45RcPw7yHH5We33DeRbjqJLkMLh8exp0XXIQn7rhLen7vFVfj8qO/pcoseXwAACAASURBVLUtf/j6N/DwdfL+uY/deBP+cLB+YMONJ56IBy69VHr2zP334y+HHYKlz8rl6u5ZZ+H+834uPVv81FO44bBD8Nyjj8j8Lj4fD/74+9Kz0eFh3HXkwXj27jsB1MP+s6+5EvedxEcoRGVw/wmH45kbrpNoLLj9Rtx33MFamh/60Xcx9+pLZNkevh8PffcQjCyS0zH7wrMw5xI5HcvmPYUHTzgYw08I6WDA/KsvxNzzT8OqW9RnKveWDuPxU7+KJf+8U6Lx3M1XYd5Pj4OKeWcficV3Xt+/LwAM33sT5p6pf4/5F52M5268TJbtiQcw9xdHYPR5uVwt+ONPsfDPv5KejSycg7nnHYnl8/4tPGVYeMvFmH/1WVLY3vJhzPnVkRh+9O/S8+f/cR3m/V6v53MuOwHPP3iD9GzJw7dhzgVHCfYI/4Lzrj8Ti+69unzE9dXSp/+F2dd8G6PDC+U03/5rLLj7t3I6np+H2dd/B8sWPtF/Nm3mq/DsA1fg6Tvkb9cbWYrZf/kuhufdJz1f9PjfMOf2H2npmH3rD/D8U7dKhW3xM/fgyTtOrR+UPZ+59/8cC5+Q69LwokfxxF3fx+iyRdLzpx+9GPMfl3Xb8uFn8MQ/TsOyJbOl5wtmX4N5j14op6O3DHMeOgdLn5O3fntu/m2Y92ilz+smc96jv8TiZ2XdtnTRPzHv4XO1NC944jIsnn+7IttsLHjsAvRG5AP3ljx9I5bMv1l6Nrp8IRY9cTGGJq9eiwFg2bN3Y/HsP2DJU1dheM7VWDr3Ggw/dTWWzL5ck2ECreIdAK4En3c5Aj5UPlr+qutoxPZFDwNwJPhG6d8FnyhaANgMwBfAF+IcDkC3HOx4N4ALISdqUkl7FPwwdbHN2BrALbfccmH0JuoiivJgZsbifT0FippONYhNuF8K9FAUPTA2BIYhjBbLMNpbhklDK2ESWwlF0UOBHkaL5SiKUQyxKRhikwAAvWIEy3vPYbRYjiE2CUXRw0gxXJ7nWoCxSZjEpgBg6BWjYGwIQ2wKesVyjPaWAuihADDEJoFhciU1hkdHMTwyiklDdW+OAZhUjuIv6zGM9ADGeP91pMcXDQ2Bf5ReNQdQSW7l4aoMBcaAkR6wvMf6m9j2Cv5jrO7I94r6erSo7xl4yefPGYqCyzhaAEtHGXoFMGWIB+71GEaKWlZWeoQrGZb1WPk9gMmM0xke5XR4PvC4Iz3+RSlvXSVfxWPKUIFJrE77aAGMFDy9o+U9z486o3pFncZR4XmVnUPCFhdV3i8v5R9RNtTn4RX/NivQK2XsAegVPJ9GewxDDJg8VPR5DzFgEiuwtMd4PjCeD4Ugd68sD70CWHlSgUmswPJSlv63EmToFei/Q/l3RBi9G2LApKEyXK/kVQCTh4DJk4CRUWD5KDCyvMDoKDA0iWFoqA6n7qRQFEX9rsyEvoOoDDM6CixfzgMMCbPweTz9Q7MhXl5HR7kMFf3eKOc1NMQwNImnAwCWLSvQ6wGTJvFyMTpaoDdayzs0BPR6/FfJPXkyMHkyw8jyAsuX9fjhCZMYipEeipGKYZ1g1it4ZRgpCVUrFKpFgaNCBvUKsNEeT+PQUJkhPAwbrT4E5MrHeKUoJg2BLR8FluntDas+uAiBRjF1MjDEePyRXll5C7CiAEZ7YMt6AOM80OuBLe/VhW3yEIrJQzxcFbdX1AVcVDzqOalF0Y9TTBKGoXvl86Kkoyqn6p5XEFk5lWljolLrK62SRq8MNFRqq9Ee/w5iAat49RVaWSF6vF3AEAObNElIXw9Fr4deMYpebwSThiZjaGgKesUoimKUtxfFKHq96n4UBQpMGpoKNjQJvd7y/nnfjA2BsUllHRnh/MqEFUVRtheT0OuNYKS3jLsv2FAVAqO9ZRgdXYqhockYYlP67WWvN4JeMVLKMVK2cXUl5zLydg1gKJbNx5InLwaA1wC4VStYzWJrALe8/YwzsNZmm2Ul/Mz99+OyffcFBpMuX7wPwK/BT+z5E/jBNz8HL43vBvAA+LC57vHyROyw+LEANgawT/mrSmflCT0HfAuhUFwJQPSpM/DNPv8Bfpyk2q53GOHGKQuKV7XcXGmyolodzoQf+h4Bk0zaoA2jn1NSiWGYLSBBPxRiNKoQSLKKgbUEysSqNlgVyzQcWx2FaSqIarRC+LlgymMNhfw+Jktjj/TMWQFJEQZVwysrvgSdPUogFQFVNwjeecLstEPe+crolM1DIajqiQH8SB/PhEeWZWOiHTpDDmNKX8BHdskekj7GeN4pA9uchEnDmBhQ2oUJT10FqqKrthTlEPtYmvOy4uEQ8OmLbwQ/tnt/AGeBr3PZCHza40MpDGKHxUcAfAL8DPFDAfyo/B0KPl/yk4hzqT4H4B7hdzeAxeBu23tMkf74xxtMr4KQq6ynkPFWVayqouKD0tAUDMzqfwZq6Y5iiCp3IW3RFZfQU3B9jSrVHvTh6SSqXDJVvZoMSMNrv1PIM8CRUKozAAAPXqseE+uRZ4YA1pQmFHCqHHvzNTBvr42yM1p02/X6w0DZonda8u7d2eJmiGOk5UiYKn+kkfz84zebX4bQs6WvoQ60m6ifSSdlYWS5kJ0GRKIte2Eue+5fhs/IhNEMnxPqmgeD+bjB2F8X0uWBV4DvfTmC2labUv59GMAPwBdnRyN1Ff4d4F7M/cvfseD7UuaE0/Fz+eWEUh8w/AqY213AFYQ9nHhaj/m4RzVOJFQdU/4uPv86jabm1XST8zIyfeFNy6wno2hWzyVDwdvzUOYp0z+7Kz/uv/KP5peEt9Unf40e3IpoID01rNwAGiDJbslIjzwOklELbGew6IarAqibeCTA64MGhM0JUYsTPYwCwjtbpjjkfu7Rv/rJo9lLERaj09Akerg5Oqgkz0J4XSkPP51vTEJVOTUDlWn/i5GWPfdAnTVMbJ2q8Myd3RNoGotRr2uZD2Ap+ELtCnPAV5RHI/WEnjawgyvAccd9pQ05vMCQe2SPNmfk4yX5PFE+h69AZWaiL4vaoohSMimUe0cz5UE56nHqrAMxWpjTnz9fzHxC0DcEI2VwpcuHrnX6QUDGvf2ow2gaUMtBHt2ew/ivBs0Y4OnmzlySykQ4Bry9sMH+R/SvjRJ6iK97Lwt7IQkSnCFow9uQrI7NQIt1E/qlZ2z3WTf9KCuL6pq1P4cjiCvRc5NbE20sx0DDeEtitZlvK+d3ltL2hRbu3ZZ5KxhHm6iruB/ce1nhDgAfA9/3cjL4bj+PEvG84eu5rFYOraTc9yy/pJVG4xJSza8rH+vfC6+kKGJFFRcQyc91ZqYepF/FT1IPOXRLNS+eeGFrJ5xsDQHq3riPcH1R6MbAYhlr3QkP/S95Ogk6OhtxoqnfkGWjTWkGhZxLPmOe2ybaNtmg2BJG8SV7KI77kF6WtVBGWCNKuP6UQZ98rQp/IA/jOyrvjO8sz73kdoQJjKz3P5RxLHGFnRiuzD/zlAxm8CzQklFP6yLDdLkmMAhcCGB38EXSAHA0+HHe8wHMBfAm8OMho+HrufwGeNkdFe5dGEOLb/IhLdEhVU6cW1n0n9SvS/VS0KvVK25y75XVhgr808JQNggIiNQYDEO1THfYaLa8EJvMMiqNloxKyQqRFdWUSJ42QlbyixeO97FhXXxNAU0ZVBC3rtVlOaCk2WXTWb+va9VZEuoMyOFxbRz9VdyhVnJEWFeGhCi2RFGSaBUswVkqtwtyXEGbeNFTWhmmv5OYeNDskmnJkH+fy9bm5qfhhPJX4RIA24OvIh8t7y3zrNzwNS6PcNyvQEgr+LG6y17hXF1mJhiJhXAvULdspCvJzKiHHiIQUaiwTL7lfwlewhHtQTC1YdU28SYfjiuptUq2t16qUaoZRjlBpJWcnmv57vKFOUw/iJL8qNpSykQZzPRN+SinazKSVqgMkr0QzK2NRrjqdSVUOh+Icy5LtuQcTKl3WwiRiTjqvUv5aPeWeTyUcabGA4srlNRndcpOZZYhbPkdmfjMFM+ab0yhYZJB/oD9tqi/cr0Q3gGFd1qaxzgeFqdwffnLgtgFPa9wB2kPRxxxyqBFMKK5layiYVn9lZUIk8Kp1/q9Hl6AwUqqQh/4P/qGyk0ipB2J+QQWdexllMWAwc7Xxe8PR3/L+j6kGXQ5FbMkPZJIU86iFCoMwJNnHZuFWqQIfonx6CR684sJQ3UaQmWwhJtz0w/9A8eiSeOBSX/iiTCnNpEZWt8rbQizO0Oee+pK4q2YMN/COoGxjFjj8u/gq8IPBbBJPnHisO22Ww5ahCjQpp7dAKyesfJ/6egtBr7psmCmyAt/KLq6gUmGJMQQKbxpxy2N0lIp0cKleMMssjkfBjLzCi4EUh02vrRsTQPlZWUANnzda408tBG2LI2YgZlHMF++sY60wpbxOUAkQDyhJyZ+FkHUyipldq6PrhAQrcMo2ko8Fv/pps14VRBbq8BeBrQjPnOEiYJeq/1mjaT1LMT13jZMWfUlqFaJ92Mw5Tq2qGRG7m2Iqt8E4vPhfwDMA9+9/X4AtwA4EMCGmeQKwtve9qZBsM0Eq8klPZcbZaa9sxmM2lOJrcHMJR6bDIPdPrC9WVnY9K/Q3tkMThGk4UCMYPm0qdYcp9ptnV39XuEjhnGuytQY0daRZR0QXr7LjgaC9FC+n0TUxC/UjYWNiIeFYDWeC+KZGK4gyqgHTFGkHPegqwZZ4/VvDReGkqOQR1uzTgfwedZ/wZDNQrclglJMIT0QIdxqL/kvDx7KvW+P2BXWikRTyie6pANZHqPW+h1kC7G6nLr6yw2Rq1Yq5ONOYKwi1rj8IYAdAbwIwOfA90w6FnxH97+CHwG5QQ4Bm8MgJ93GzcrUH4lmlDws3r9m4judJlO0g613qj8TlwLJ4SgDoQ3E9M1JFWiY5O3ee9KdYC2EOm+SmpBI8vLhbZ7K4EOFbgYKw3UYqnRSRnsw1RbKWYwHOj/TATTKps8d01/yCRiSREdYv2LhrNRhvH3SYH2f+o3zWcv13smKhgzII6Md34ETehjjC3py/ljmBUJjFake3NkATgVftv4SAF8qn38HiXskrRjIU3nc1R8Q59gw6a8YlCkxaU7MEoLgrB+3GIiUXAqNG91uxHS2E+b6i15BP9ZhzLyT0ob+TzQQTG1Uiop3emWJ99Vt7f0cfOPZh1daCDdUk6yNhmqA8RIliaHn5vro6l5fKlkf1uqD3PrSuDOI6XlsVjNDfpnyWAw/4bkcD8g5PeBJ1Mc2Ls5M24rbbjOeDDnmYW6fBOORMaVKMykUVZkpA5IR/OyKrPZc3vTXe7Sw4kiYr/2ZaKcS8cyeO1d7onpbiP67gkK7KwwLcG2GjyafRUbx9eN33GUMmnMKok877E8r02rbnHEj2/3FD9CHk/nsGJDFDvVKG6u3lFHtgBCHlwRH4py9A4pBXIYMz7svKp4GtaL72lCxPLLEqVbVC84FcX9kIxGtWyQ8NRuCJlGWL3lCCFHJUt6zbpmW1Wrx3L8JpJ/QMwS+8eYeAN4DYB3wc8B/AeCXibS9cc45F2HvvT/QFruGYKpy9HPGyjlnqFSCsP2QpKx9+qwJtaGM+sMTL8QZv3xFo7uZ2KDuSFLlj4iQVNb5Sr+zxQuFxEdjTM+XpHjeeu6v8ML/fLX+gkhM3ZEgZoMKLM2ceaCUDkD/W6lkbfcDhnHqIAOe+f0vsOrLX20IoAUPZEwQyDpkbivx6cF1C9tAQFJLRHq0aAz9rZSKAgvuvQQz1325Ho+ED/1YNGFhMMgZZA5V7QDE9DcBkpkNfhMNBmB4/i1Yff1d5V2IRO5MfDKBlnA2wkp29fX2imUYa1y+GcAHAbwfwHoAngVwEbhBeRWA5bECxeDYY7/cJjs3vBVUbDVn0BWNfN3fFLy0NslJ1Kx6Jz8MHeZmAE6ddYA7YABSdDylEiljU+VFJdW0yjqHXCY51GtfvP2oQ51hKsPbK5zheVMw0m565TeFkA9Qht1gv8OJx5bM9uXhO1fRIxxXBzkbdcPwBPXA5a4XK2lQD65O/HrbfsYSsQ7u7rLJdKXQWg82m0XqFqO6V4XXOo/0mIDejoQJIZuXtPG5+sy3G2jLCemCaTmO9rncAXohXRXcIQjwk3kYgBeU9/MAPJ/CMNa4vAbAcwAuBjcoLwc/+HwgWGWVqe5ArSKXsqErr9p/5NWcoWAMrKjMRcHotDQmlN6qKJiUE6Fuscq0qRjNpF+T2lzKfvYgLtnTHmG8ZLE8N6Hi0W+yCFlMU9WmrLyy2cHVQNuXpkOLvtPJV7Rsq6YbwtDUlb3Cid3BQrrgKAo1gMEFn9OmiaVFFThr+IK3vpIScVVafwxNVtoCZklWpSaj8rAU0tZrdURNA01EbSH0sL7My/GwchoFg5hMu+XPhqagQA+sPMezYAWqI9xMRu+gwJB//l43bUtspNxvAW63HQPgRHBjEgDWBV+Q/XEAu6YwjDUuPwh+PNBwCvMJyKA2QTdXRH1dd98Y0cLI4cT3EE7u0Xu1BgvL4gE0PTcZqrEV0deZoz7QjGlD2xDTZqh8C+VvLK0wx5Xok7GUHgawQgxrp+2D/vd0ClxN5AgwLCPk0QgERCRlI2jksO/y2IgNec+slpkHv6iPVfY6fOiGJFvsrTXsbHQK0jeqLUJ4lVmTdU/kIcWuksPiSQj6hCQ93WPZJQNznOIUAL8H8DXl+Vzw/ctnlGF2imUQa7SfD9mwnI70+ZsdQht9jxAeuhkmehjlMEwJX03s1ilQhqcc018yZ1iNv0zD56HbZFLk8XSIpKTT6yuqArs0q5JXXjzKfoLySGJJeZxdtKlSlw4HVYuntopBSpLigQoBYem2dl6y3WkU+kH7D+MaewczqQAavK/qvVp5fStn0/BWdEJ46pqEnDd08JCekdg6iIZsTEYx7ZKpz13xpGcM/TapA8i9DVH1GwN4Pfj+5CbcBmDbFAYpHuFtwN2qS8AX8by5fL4ugN+CL/RpBSeeOKstVh4IMc3MsW1PdD5ypVWvAICcc6nRJywULSTtzfzmoWdbpaW4+Tz3QRPtD5lbop72RIz3kipBkjyye7pvGlx3inr0XXNI+17C3K0oQrmVd7gQVIw5vzotWZL0oX9Lr8wWJdb2CIEpbYy+6RfzgGGKp+/4uYsB/ZqJus8jI6x51gFt5i1CSNfaD8/PrY6nZnJHuZ9n3TAsxznmA3iH5f3bASxIYRBrXP4X+AHnmwA4F3LJmwvuydwvRbAQzJy5bjZa2cp9RmWtyyQrwb5uJMyS+nhIOj7TnlF3BrmE6w1enO8b2ODTx3ei6oEzH58N026bVI39LxPCpAy7+oz17LLZ1l4YJUmHrf1V3/k5eeNlM8YMnTtIYPLa6xnfWUeXq8u69yB3SgKLqDNckFfNQMfw/UiCMROPvYw2PdDkaetozxxR0sFgHlZuTRZ52Fk5fFFWLEx55y2koDgtsYcmr060RUyQS6QxWDDk34aoGylz4nTwOZW/BbAzgI3K3y7ga2neUYaJRuxQ9jEA7gV3m64GYG/l/R8BfCxBriDsuWfSvNNmQI1BqpAKIrNUOEWTi3Mk+3MmxcrMoFZqV5G3dsSVcOqcRQDYa/93pi/oCTbI9UlJsRVbzHqTGPVz82Qo8WllGCTPufQYZmEAtvrge4I8X2S/ow85jfb8cMU28+dFt9C8sc6IWUGllYGa92fL37V2el+waN1piEwWUg5EzZC2hCu/FxFl+qa7eJK3pFdgwe+Zh0vZ0XPL8KFVPW4WKYyZOTRffiOtLyvbG2Zpq6atuRWKoidlsejk6FPtiIE5TnE0gKngx3a/U3m3HPzExaNTGMQal9sA+Cr4vMvViPePA1g/Vqg2wM8lDpzlHwIXWU/WZhWoGqNCv5DJz5wWrmi8FqHzYYoqWk2vqN5EwmlsqCYc016L+Ub1s+Vpc5UCZcRKXZesdThN4qLKHVtEwagp27D+G0ObJs6fpCkGnWROoqhWdwodGomvBwPf2kVmdYBRLqxJ0wWoGBheSRJI4ZkhvMUgMdJPR1U+qQVbVd+yjale0SaodaI0U4Ix6xF6BVM0VGRhN6kYjba6OIUV9Y5JBho+vgUjPNsF+oWo7Xy7eJYwfeVOzXxWzU/1PVPKbX3dmTmXyL9avLXTY9JxGICTAbwVwIbls0cA/AH16vFoxBqXy2EvtRuAb1U0AQLk6mTEKe2qAvP2kKEoeMWtKm9fWStKRBs2EeTwFSik46mSk3gqxqRoEvv57NyMjavCDTyY4WW0sSTA0mxC/Ca+tq2PGa4apCzAc+AO5ZMiM22fdLZgN0nQ8tWSkGiDywC5nCoeMauR5kHcVhHUnlJIorw+YqIbn0KsjdJPn5LQkHSzykyKSBTVE80F0rtYHbIRyocb+l4jIoyBFSWHSgaSZ+4aM4EEzAU/9CY7Yo3sv4FvoE5hVQCfBHBtJO1gPPTQY5ko5e1N5aFG+d1k47BuGBj682nEI8BCpQw0GhmAB+97rJYogKUaNDzPdOtPyzHNSvBj6pLNR1afwTTJ6PP9HAThZx5+1EOi+hullM/Usq0abwzmYb6i/58/rI0h2ZtKx9InH8lHTITJVe0DUweiqSFJjSzFx6NDKOoyR1Qxa5YtfEIP4OTl8ZwM5/D4+b7Tvm2EzjaEqT5z2temaqu5WzuybL6RTrVzibtb3A7G+fGPkwF8CMAZAH4D4FXl8+kA3gu+HVE0Yo3Lw8GHxn8HvqoIALYEsA+AW8FP7TkqRbAQnHTSTwJjdLPXZPImmiqhuC6cNEKZHE6PT5isLK7af/OwWYExwtCXxzHkHlyvPQ3L/nNluM7WlhbKXy2Qg7eXDSSQuu7UM02hjDwomDzM2WHIBtO3LRyCqfF8DHsjItr3ub8+PV+Gpagopz1nMNissgcmLORjlApHHX32Rx34mTsbccKUbISMSv7Ohkz3NXZdtPsGnBo5VHBLXIPBvXjudea4DIKBOYEB4gUA/gzgZ+AG5u7gO/0A/GSek8E3U49GrHF5A7hRuQmAc8pnJwD4YUnz7QDuSBEsBAcdtE9brPLBv/NJBGdQPQ8M9WC4vA0RE+q1ajnKPVDVrPXpvFc67OjvhG8O4JUFEUpI1KuSeiNoUX1wlyEXhRBjQdC9ISx3/Mpn9IWcuZV4pOVpEseLhGVqQnj5YCRNMwePUOXFjI+E6mIPPgHlRj632YOtq9DbaBnCF9S7ENczg99HNQRZZ+uPB8Q1Klh/vg6DvIjpqXszlyHOajSNWMk6ntJ+NMeQJKw6Y0eBv9i+qNcdAAMYK7L+upI0B44D8AoAbwPwUuXdCPhe5m9XI4UgZs4lA7A6gL8CeDm4x3JTcKPyQQA3o2XX4Prrt7MNThwMfhnf1Q7WYEpPupCVBZ/voiiQAL4uWcTrF7543f5q8Rjyuesjn+kjG8oFoB1fbCyoxEtaFSdmqB9r/twqMDB95gz0Auilons61ONbeGVG3Dddae2kUaSGQSW8qZJhQFOshE/l3IqIjF8qBYeh6PPI86V3kLB4VLlVNbYy8iLoQ5JN1a6U57TWE610uhX1SVOmA0WtiaQj2A1yDArj6GxxFe8GcCqAK1CfLy7iAfDpjdGIMS6ngm/AeQiAb4Hv5H5bihDjF2oFVT0PlSkjrz1kwjTyesK0avow6X+9s17xY1I9rznYxWaCSL69W6PR5IinQhxuZsoz2qEiG5pOGB1A7tU94qMCteIOWCNQy1Al0GHr+KZMJONyqATLGyCLmKRCLEu+jFtQ3iSLwvwpmhVJ4dqvSHWj7y1AE+16jjkqogUiqjKnwmjQiOtHJup9oXyPJsC3NCH4OmqvsJhGiSwHcwogfgQ5vjGuWCTLc8n1+Q5VyzU2rLAVFNMB/MvyfgoST12MGRYfBjAbwNIUxuMeQa0y/bLuQ+rn8Yg/3gNNqMgW61E1WoO4GHRkuKR6bzxGBB/j2Iu0EijGUAs1/Jxy2bwTFqhppox4uq23Uza9jVm8kx2xqyDUno5PWAKaJylXfkTomLjwhOGlTqeQChCjn6eK4QobYpAn8Tf2Vt1QOw4OOoy4Uh8x6qEXTfWJf8aIW6ib98hsH0MN/cYA/gXgNZb3OwO4J4VBbD6cDb5J+tQU5rkwa9aFgxYhHMENhkkzioq8rMBM9VSalYFukjLhefnGQ9bvf+eCVjxKKQg1IkmdHugooQYi7Sg0vl4qnAE3/uQ8qyyhCDWkyfCOsiMVTyp6kbZYOg5x86bm/Y46ehCZhHd7zY2wFV7e2jus/XzwLVNFpIG/4N6LMwpiCe/K09z8g8DKpoBiQrQB4ma2VHjqRB6BtmpGLn76RsGQVTQYq552vLFY8XEmgL0A7KE8XxnAN8HnWyadJxzr9rwLfMz+7+ALeh4CP2NcRStW3/DwsjbYeCNntWGwrDaW/qomkTo3Rm9AKqWiep6qYQ2XQCK3JUuWGtPdjxKgh0OcCiZPnmqk2fZ4M9HxlouKnNgwMyWvXRhZulQKa8tbbydRJYNvBgWgAZKtQBzSF125xbJhPbCtfbdkQN58USt+KgNLybEVKotHtpAiBwoo8OyNmtqCAK2sfdwIkjZ7LRE+neOCzMPwfJViKNEZ9RBAUYyQkkqtjatX2RIYKzCU+fQB2wEAHcLJALYA3+Py2fLZzwGsDWASuGH5oxQGscaluN/DNwxhCnAhG8f+++/ZBpsWoJtD/WviFSvn1hSoTjyoepm60Un0V2XapfUX2+4c8LUPlwt66nEcdY6f1UbJZGkYzwvvT0jXR+hM4kANS3XgLbKEey3jmtcqzhv2/Th6BciTRzRa3talm28qUtvhUDmaatLWffde9U1Ap2Cw8CzMJmjz6VyBLT1Mcc6FySh3zO9ca4v3OWRwwMVDTW+uD6wpx1jCaryaaJyKJTSSRYkzFFh1nTeA7sq7ur0TaBE98K0jzwHwAciLsn8J4DpzVD/EGpc7pjLuLgZX8Ak/IlTlANTTWbFIQQAAIABJREFUoetDC8VFPVWnkCkNHNWLNEihnqdnan9CGwBDNJPKsZHK2Tck88KQQVW7Z+cfssKC4mFegOTd7lFxq/UBAW2iRDck011ZUDkwKi+5VwIMweSK4QGZiquDIbDPCneSeYj8XkwPiq5gIcVbmtfg6HKZ+tepsH1kU683Ur85GSQ3MZbumOARlE9po2TyEIa0Kf3j1BXdJdNgMIQGVovnJdc0/lT+siPWuLwmpxArLiylltUqIJ4KZW6y8pozKISN1nT/pbIMiEE+2xq0jamppjKeX2rssNojFWNFLxrjKAkg02PQ0z7pUD2klMPFpMKtdhBDP0MHPzeJPuAudU6+mu1kvhVywOqWbt/TmqsYL7MvLfPDipPhJWk0O8K7ssFVuX1gDWsSQu0uWSqvllZLek2y2PbXMfVmGPHcy5iMLC1BhqrNCqaCKlpaVe5aBBMhuitWj5Sp9NTegUChP4+WYWyMHE8gBalG9mQArwPwwfL3OrQ0FC5i/vyFEbGaLN0eysa3glstEPQVIpOOe2RCqOreTwEy5a8zbBnwmXkLkxpk/7j2kFRK+8+IqOa2je7vN7HQkdLNYjrUv6ais2TBs+obK2xJsRlbpuvOoSAv/WA0WsxBRxYtCOXiDx+jUfzrFdj3eSwUeka3e2n8+BQssoLXD0aXLnIQIHiYlINPPB/VGvRtcsDGkDTxHbTC4hQjiy1SMOJqcGAs/9GPHVoMb8MQgP0B3ATgafBhcvU3msogFp8E8Bj4OePnlb+/AXgcwN4pQoXiyCNPbZOdJ0Ka7joOrV9pDSb1HqGWaiEOIyq4t/XoF+RL/3OyB0E/8swVwINwZSBShiZFWlUIKYakaARSDhTb0DZpCDM1FI3fH32CU7ai/N83aWq4LF2yPtHCulDZyDNBeafqfcNUMwDAk2cfn0idlxfvc9HJFwGVVrqn/PCAlmKLt9MstnsSiUSUOlNcheH13JvOkKkGfXChW2lSHNp9TIliRCV3yxXEoX+OLxMo2Obei1D8lP3//ORYOPv3/eDatkNkWzU4TGroNwZwPIAfgNuA54KvnaF+0YgdFt8PwGkAbgc/Z/yB8vlm5bszAaxUhmkc++2nrqYfAyDqHLUQgwpbV/RC+b/aXl22TGjvJfWMKwNr40bIxAB8+dAPVSJZo/QHasoba1tpoOVl4DBYhl7kQekQNRerEgvUaU6CMkoomhRv+NTHyOeA1SYw8yEDpifCm7/5thlE2CNibqyz+yczCxQhRAqNHHKY4CufqqKM1jztW19zi/c6iBei+vSUSdJczoimUXd/mDPSRFacmevNujJArYHLtoWhPmWHtL5r8AU9ctvC7+r/J0bFB46PA7gAfDFPI4g1Lg8CnwS6E4DlwvOrAZwF4CoAB6Al43LzzTdug01eWCfdiaCrYm1UVj6HasYl7xXWE6fN1Vg1r+pTf/wqvyj+f261cf/4R8DhfbHQ6T+I1j7EJhxCm6LuMGLyzGkda5OHzeMbqgdtaBwLmbjavprkVNM54z824avFyZB6kWO+hbBkpNIVfSLBNKHKX5VhAhFzA6v9McXg2YbG1TAl4VU23CyUg58DR8vSgApSBaV6GVTYmHch4Sj+RF2L/XBT13ypf+A+M9tYgqgsmKflSGQCqeRCIX5Mn/EPUfG56Ia8L+8ZZSgyTFl5JqSWh1hcSumOQWAcb0W0CoA/NMkgdlh8Jvhy9eXEu2Xlu5mxQk2ggm7+9Sum1tioGrkMy6h3YijqucmSMqoZ470XfHRxPCntObWlkC8RKpdN8QqTsWRC47pWLU80yzZUo8if6QU6PwITRUrj8MrHgjQwQ3t3RkKWOElCR4TR0kQnMnv5Mxp2IRlg6G0Owj5y1Rcm/TEYcrouIB0CzHrrAd9e+gRaxlUAtmmSQaxxeTv4ELgJm2LivHEPuE0zcw9PP+VA9VoKT42mpVrXTQoph1MjN1x9d1/4GMh9miGEI1rJeAdHoXw7T0YOXW/Ky/z2YO3pKKSnmWFqLOlR1mi6eeVWqDllC7AIEr5hQNH0z9+qt+FJvBALaEqm5+oV9x9nqBwGj72bssmhUD7T5uabqdTtjKJdGOV9ZELaTfyFFqkDRmbuxTzVbwzgfwFsC+BQ8I3TsyPWuPws+LFBXwB3r1aYBuCL5bvPpInmj4suurItVo3CZEjaqz//yfMq1cpdKRSzGSk+N78xi/HzWbqHXewJ565vRf8/4d7GiOmvCZVJviPIGJEjncpcfG+ed/72Mn8e1gmvBPEGQJImDBHrAGRMG5XlI+mPFlx3aQbCHIV20TCa+s4SXUNiSN5xAi186JqwCJRCaMgYz0PPFkGYd9kPFmSVaryYcu8ixQAsefYOOoyo1AjqE2gV9wHYGMBRAOYCeB7AovK3UPgbjdg5l7MAjAD4LviqoyfK5y8saT4BvvN7BQZe8l8dyc+Ke+/9VxNkW0aVRbb39TUDULBCWLTC4/f7k31ytbY0GVKS0mCV4eaSB/0dRAoAd93+IPb8+M5aGEU8L6SoHJNBaJypFCAXh2NOofKqoB97g4pHjl4x4Kl7H8AW76LphDiPqvC2zoQPDScYhFUCcH4H+9zVJhBWOIYfuR/Art6UpXtWd8ZC5itLBP1WcUA73zUqU0PjKD1NdVI0A/rKzKyoiPhyoGXzHzaLoPJltheEt5iqzD49P6riVfGiFFJIW+ERy5oGUwLMGBl+CpiuZ5LYEnVksXgjnsYx4rm8wCNMUtc21rh8GsA8AP9Unj9iidNYH/zgg/dtinTLCPWVya08Q7XSm1UPhJbKRNvdG3WBATjuxP35gp6MFStFHkodugtgnQBK+dmcGmLSje2GA6lOk50P/Jy0qEpCrMFiIaMZSHlYkJC84EwxwBpS5qRhX9TeUrVMrf+xLzYjSEi9Cu4siRENvHMhNB3V3wAZ1tn6ExZimcHK/7yMYKg3FpoBUG3g/iIb3vNnhf2Ep35YG2H1xDaroAxrzPx/qE6MY+UWKEU/DlVzJjAAfKJpBrHG5VtyCjEotO8JyQnxAMjqrroSzRQGfXamXM1VqlYDR9ELVJ9fi694uqjw1SrjLCvtSudMpfsljwPhkHBui6RG0C/NiDC4yW6AQR9LyVP6E5VnmUyzpxyxzYAr2X3aIXnfBCz5qqLzzWGI08vWA/MtICFwWzj1dSjv2DgWvdB/HgrKKE6RjaLl+Y3roHJ3l2mB/YTpH/Kjdu6qkJSep/QPQ3ly3OAxBGBSZlHG2PGPjSHWuFwhMHYNywqi0jD3QeuwTLmH/ExYRi2+9TJEqg48oQRtHXv6qa652unrxheI2PYN6K7RQsrl+KZq0DFbxQTBu/p9jIipLIQ6MAeyhIv94Iy6MVgm1d+k/c4C4tkMuyC6+bSYvu+kyod2HXD4yMCU3mUTNXnMaoexiI+Df8lzwU/fqe5d+Eksw3FtXK44cPmI1Hu1JTGZRvJz1cNHb7TD43CPoP9JMLU0hmEcBmlTdG9nh6cur3k7JC7kS5OHK2beXKFch5JQT3ep9noUQTUvBRR+hfDXkEDV8eArrxgtpZlturNRqBkUA5uQvhXDaMRZjCubvP13inChcnpPv/D8UtTwMcHbSkntO9u8kSavrYlWFARXcBN7H0oyi1rQwosB9Hx6cR5kYIKNZbGWybUl3qAwjuZcng3+0c8D3y7ybM940cblCuHB/cIXjhm0CB0CE/63hWH9QJU5qJ9LXisFJoSCoigYgI++/5uojUpPFcIQpHT7tAXnBXVSnKnNdckkGpaF0u6qBpiv586ucu1xQg3UC75yWJ8GBbfM9hAxBq9GndW0/LjaiEEnlgOEjD6iPHrSIV7hnPusmiLmRoz3MURmp4FmIBaa8UL42X/6jvwyZDuBLPmc6WPZHI9qIFsSleG5WB2gPzVTmv/v8+Hx8TuBahP1nL+ObqL+MvDV4cuEe59fNFYIz+Uee7xj0CJ0BK5KzGCegVm/1zyW5F/ZPNhr/13718KUcqNUpO5k5jCCD8BMVA2j0FKdUaRzo/L+MZMxZWDMvH0HXiiUv06aBbD1+3cP42EhqL5SjW1bvDB/dTiob2kNHEI7ILzoNGIA1trJdvSgTl9zlikOIHIdhUYQgYUtfCjZ5qT0yi9XRyDSy0+xXmPTXRx5YnpZPtdeB2ewrjCDIfA0W42o5WWymKFDCPaHxHtbr4Rh2pqv8aDTSQNsRcbDjvvsWCGMy+2223LQIgRjEPM9mfS/Yt5J+4/psURdVnugagWxw1u3Qk8aMi8NTM90SsFMnkcGoKhPTyeDmVodHwEKu36mjE3Kk2lUm9TQHwhxC+FPde3QxQWAl2772v5qcS0blAxTDcCYEVYa+Qq2sewIZTEJmdu31V4pH3hR1RNpw4YIO8UrCtWrsUW22VjiX8rClN4xaKMPpNMq1AqtHhGGliVd02a+SiYXlN8mA9MQ1OeZ+NK3wFYGo1ERCteaIazSMcgh7T6vdt6FjI6oI1NXe2l4pAFhHA2Lt44VwricgCdYafQx2czkW1YIQ97lhDrGGF91LepFg86TaFUNjqIgqagUXZs+c9fb6oz1MDiNQ5v7xvMxZYhqRnWpz2PnbLqGxPv8QryWTvosXuDADyXZF40pcQfh2A6MPwclsMFosHnZvAwrm4Xpsj6FYFb6BMSKYIvvYUxaZQspkn3jPLwHQHpw+2Qie0LWAq7IWPVixH5AlGHNYJyzQbAsCCbiczULJtA5rA9gbwBbAZgOeZpk9dV2jCUea1yuUQrzb+HZCwHsD2Al8A06b4wVagL5wNS7ysB0twxGevXCHlFrCAYrQ2msFv1nhfCjZSOkIZwWoqNETIHI4/+z9+bxuhTF3fi3nnMvi4CgLGqioD9jojFuxD0m0bhmEeOK+X3yusVEoiaaaOIewaio+BoUVxSDohLXuO+KCioI7gEBDZuAsl+2y93O6fePnu6uqq7u6ZnnOes9dT/PPTPd1VXVPT3V36nuntFAcQwW0JtjdFpVXmO00ZLBbR38bfKyKdnZoNnJnuk2E+cYxXV9Hbpr2XdxRjbC0B4+ajbBsn8MqKnkx7adAagtkwYrQ8i4+qROlmIdmuVA+Avj042VqNamNYxd0mclFZ+oCzJLN0zG2xnY1SE1cW7wEHw3ros1dOTRshePJgDmFkHmKqC7A/gmgN0AnAvgbgDOBHALAL8B4DxIfDeYxrbDuwB8lJ3fHMCp8N+pfAGAbwF4yDSGDaGTTjptqVStEmoIB5BO8Y5Kv4SIiK3TFBt5pI7Pf/q7EbRGKeFhOlc5uhYB3C6WkypF51occwAnDlQHlgbq0Xr7ZPBxMkD4n3/zOz6tb6qM6eD6TWqIJlv5Y6FEUzvH/8rlTKDozENDeGIaUo/rfnBykl2a0eS3EUvTx71AtwXYWFR7uss6pnGjDULrI8oAzMbBjYAbLzkjT49PxLzYFB7ELFpxchpo98mtyrD0tAYL5PUsXlrR+QpIt6Jqy/XnMrZk10oDljs5vQ7ADQDuDOChXdrzAdwW/vPd+wB40TQKxoLLBwHgH9L9a/gQ6x/AI9+fwAPNJaEvfenkpVK1Okk4FAkiKaYS9Mimv1cu/qnR7xMf+VamTg1TQ8zMjwnNkaV+QNAvqHcWvN3Xmtpr/GOB2c++/PVeeVXMpSO1BWHFqXHAfP1RH1ntUV1vmR/28g6xBahEnSuVu+7Ur9kyKxecOE8vjWnZgcXls+UoNaOp5YKKp9aOWL1uuOi7bfJKyEqDuGloGmAeyyjDLJlFucXHc1sP66j9ppY6NGHLtWcVOFcevAxrLmf9WwX0B/BBwguRP0F8FMCHALxxGgVjweV+AC5m54cA+DaA78J/8PwEAEu2y+Z1r3vhUqlanSQQkY5OJqLs/xxgpvLSwb/nAy9iSQl81nwfj0ASEmNtFVhRHi9rCOCDd22WygH5Ow4r0btSWh+gKxLTNQRKOACPfs0rBFCsRfOGRiLH2FQTNrRumpbMf/cYyrNv++zDq7yjbZ51ZflUcAl/NAmp8Q4xuhTmhXQMDWVv9cB/MNgbUd7Qp+EiSS/lOCgO+X3yTVtU4ljwOqP+VBJzi9v+pc0x5IFlnRabJgB+3R1vAjAP4JYs/6cA+rb99yoYQ5sA3Lo73h3AHwL4MsvfAeBmU9i1xmlp7rDkk2ojSA7b5JOmFbGkjJODzpYozNgWiMHVTPsAssCnyuNASmPNom39agbnzApYWWUKGLrXprFXL3//28he0N7Q4+QtFg3UQxyQtJRd1Ho0LzyUySNsqj08NpeO+meAuPpkWBuuSmKHtEcvL/PPtfC4KTbwykWnMW/gAuR8PFgdNMHs33M5mdohLQldAOAO3fF8d/5wlv8AeJw3msZu6PkOgGcDOAfAo+AB5qdY/p0AXDKNYYtPq+9GaKaKv89eQZTlkuBMT8gOaRc54BwJl0To3BSh28yjtAQGQTJBs3AZ+jgwZzVxgCt8iLv1ivvoZ87No6KlrTZBcx8Ire0jCHpcjWkkaRDdSmFdZz9Pv34O2scCZcfMWSxXPgu51sdL4t2luqn5oZNaA1mv6Wm3DGKzy4BifceOCCRe2Al5A5vUYEgfUCs5HG2nUKXDuE7yWE7JVG4llZxUD9nuS+a3YMmi7SXWgaCyz84WxctME1qEb4uv3Opy+hKAJyEtX3w7gP8LDzgnAB7cnY+mseDyxZ1xH+vO3wTgf5jMJwH44jSGrdNYosqoTeKX4KMRbSQgvAuN4OJgSC6VSYy6oDwt+aACfCvb342HtXFRF3UqsS8KGV6gUVxvSOLUbIXS1HzL2keP4ykC1KF+iq95jO1ujLGZjVbIlPKk9uhmK5WhNhnXjHheK5rVQsZSBYv1fepa1HIE2KjiwJI860nHuTYA0Qdewq1KQ6ujQGdI4sctr1mY5noWfIs2bypFmbyeVuId28G+4M3mGPdTDRT32FdXm3JtCasDae2E9Fr4T0HuAv/VnqMB7AHgCfAzz6/qeEbT2Gnxn8PvMjoY/pNCfNHj7gCeC+DV0xg2hA4//JilUrXiyBonqmMHpR3g/jxmIHtFEfHpFglK+ZQdAfiHvzsaiBIorg8vQVDTNNQdWZK1CLEqw8CWaWMOGAa70YYCtS/j6OJfeNVR7YKh60emjvqgojS5/qhtWdISU6WTjbXnkuOOzGRZ8ot5FXYrdVHajQCxA6n1xh2SPsSWgUIuP+1d0+nnOkeX5+dMFtUYdRqxMlWHHv/mX14zOJNrN/KTf5+Grr30s5l5o79bvsi0E2/ouRrAGUifg3TwmO2eAO4N4HCWN4qmeSXTNgA/AnC+Sr8ewCexBJ8XCnT/+6++L/TMiloDEYGoeBYGLMpy9VS5NbQ9+KH3Suk0wEFV/Ljl563XtmjKZr0GUoz+GcGDurgUea2BrFrLOPUrkhLiABx0P2P9tTEly5NbwaAAuX0FCvmrwecOslHVc8+73qeUNb0uXXAmwC3QYj6sNRo65maJZVPhm93mbjJvsTpdBiIrCqe60LVsSk6yqU+Q8KnDdevxwubZZY87tChYp+Wlk5BeQWTRQwDYrx9ppGm/0HMg/MfNbwG7p31iSvlN9KhH/eFSqFmRZE5nl7nVL6UlYAi2oE2/sihNCxNfc0nA45/8YA90YbggsteSkVqOVJ1aJB+x5PHVaCbTW5lR713GhB4eLsVsZgLgGr4P1NW9j4Y+ONzlEX8SP/9Y0y2ViD/xmIPO+Lc2NavFNl6IMbCm71pyPq5nGuDYQnvf/2GZfjmlP+7rUc2kb7zeOjCmMWswtM5i/lg03HqlE/ueBz1QOSu2JiTaYsi0yoyxocHGpjbrvY/5U7YSbq6/KB0byRlQbr9+BGD3ve9aWFi08h4viWYfaVyOTzuPoD8G8O5K/q3g112OprHg8iAA70X9RekOs3/5/Tr1Ue8gUYoqGtPiXToXnEAcqdIpjb12fTpSTjaus1NjBrdPH1apwFda9mWmq7ErjE3Z0i1NVMryKUO+pmgBw0HPHDOizOTOkJkP1R04X7zPP6bI9SJIBaCuR3imK43HtUaLnc7MKOrPjVCJGmCETpWVYQaWrsdYbGnKovS3dffTNKDZbPtGga1PtGPKdjxpaWZrJUvgmgBX9tqyVEvFFhGgr9NS0B3hZ6FH01hw+Z8AHgjgSPjPPF47jRHrNDuqPTV5H58AoHTUJMYV4iVClkurHYn9z+XHBekxxXYq2ZjYOUoUSuTP0AxCKTVj3VgEj2w8tXhq5y3EMbKQpRJLQLFElm358OvyvKZKlBulZmOe55gVPWN4jzm9m51poNxZAaAiEOx2Uet+XygS93aA7EiQBfT6QuJ9HYoDwfSd14JSn59t6ok398gG1Z2jhdciq2FJ/S09ic0KC4W2CNM0Q56Iis8MLEP5bk8tXqPviaUd+9a8vPwI8MqjxVgjuYLXXD4VwNPY+csAPNPguwX85yE/P42ysWsuHwDgDfDGfQrANwq/JaEf/vCsfqadgMg4yr1+9yPpZxPkVHcG/0IEBQ4GTLu8U799ZpJFCZBqX27bW66PHsq4WVb5IRE/X8BOsqKBzVPCAJyj6jRyX90HO2QHXPKjnzaVCQ8Kub66Pf5ny3fqb1FvSek0Y27jhRmCocfQ5nN/kouzgMtYMitA4k8zcf5pomtUYGzAlunl4j1EfYYk2nLFOZJXvP+xoTKzAAZFx9Wn3yhbLZrKmHCwsS7Ws8O4ZvCltm3+pZSxcsHWzkZ7ANi/+wHAXgAOUL/9AWwF8A4AfzONsrHg8hL43UYrgt73vk8utwkDaKnvtFxfvi0nB4vhlya4+UvScxB6zJs+Hh15+h+9/rrF7Xvq4JaQV5hmZGl9oNAMkpQKMLCYR4hdy3jaawc3uBcoM2UOwOkf+Ii0Rs+CKv6iDTphIGBvYmdMxTYzMrJ2LwB4c0la2YTIpzHXkKpf9YUT25lb6jZUQB/LYs5Mjun4LaCx9HRZoE1nf3acPdbN2+6cOr5pEH5Ft2UX6bz0OjmnebOyuQflfr5kW1vtCDdedaoosJKx5QTAHLmZ/qbZJb3I9HYAv9f9LgLwD+w8/O4G4P7wb/y5fBplY9vhjfDh1D2mUT4rOvLIFyy3CauGKPPWxHKkJyMjr/QliHef8KIocaxXic6xMAPY+kA/NloYypYilUXwZci2gnKts32WDS244M9f/TLPV2EW4MkKzzbQaIwytD8059UfMgZTTUhldvq2f//KYeJbAmXNTyxD1jg3hIxniQjGyioBS41/wiwwAQc88LllkDgrau2Y4kl4yMPAYjZ+fz9p60nqgrDTfeLnH9dpBdPtIT98M3Mau+bynfDvs/w5/IvUfwn/CSFNbxopfxDtvvuuA0uQ8Sm6paNl200WXj6J3IEIUMgS9ZfIkx/3/4dWvNnNdgPgI2Yhv29cHPycT/BLl7q/Qk5n3JA1ilVyysLWaGIjT2hLndpkP6ny3cGG3XbDvNEGrVPepTKl42BLyGi5o0wdYwI+zmjD0tPHEtzqRMBk193adtQPqG80X9+aVr1IlGgTrsgR2ANkwzrPjrXYL7jTKFEhv/Ve5jyTDbvKjOJSgnobRd1V1tw6656OnbX5QaErR6oFhC2dL3fEQKzibdGhVU7zJBBiCpONcG5B6VnEtyRMQRNM9z7GksxVRI8G8Gfwm7QB/wrJLwD4zLSCx4LLuwF4Hvz3xZ9b4VsScDmGhr7mZfWQfsTPR6C82snrxfWUTqe7CBxjGSY+uA/v42i4nzP4RICCcp4hl48Aeye3IhExrK1x43wFOYPIQQwmQ17700K6r/fL9lecv1zdBJkD0PxonKen94G0ZHRkI82sbUv1N9Ip+z+nvi/9TE3OIW226VFUvK5j78JgQ6HYlNdUClFPIKSya0VnQiMcIOdvbYPS00efTUPz2UbNYfcxb/iVN+DuxK8i2gf+feR/BP9Fnl/BX6CHAzgMwMkAHoMpvi8+Fly+C8DeAJ6FVbpbfJV0gJlTGtpInHlYSUjgs/tfr8UMkUPoQTCgP4obIyMsaXgilg4rD3dEed0DfTUQ0ocete6GvqCnqZO91lGuKtaIko1abQDnSRrKA3EjaRt4xMtsJp3YN8WuALtjsmcWRS7oXhQMxq7P0DK+YAPPUKo+dfUVLBhUyWq6fWpMASBb+Co+taWHltwUfpfxhzkSnW5w/2oBlkylU1kZv3CNBcBdeKBtu3QlBM4crL7BAdQtV+BbywXaHGKwb8z36ddpJdCbATwIwL/Cb965sUvfE8Dfw78J6C0AnjJWwdgI7j075e8G8GP4UKr1WxI6+ujjR5ZcToS59LrLE9V6FCDBz8Fn2swjgd+/veQ9zG1p4JqrAco+TIArw9JZBD2KfF0UoBaVtLTzpajlqGc7OYToJYm0Gv+3jnlXGygyGrC1vrPiWUxargfHX//XO5QhNh9V8gRfxjO2ZYf1ZmnElPnA+AvSCwZzhqt++EFfW/L3zui+WNRtZ5gtPKbapQeJapnC00bJUZacaDmjrNpIu+6yrw0ssXy0E3/+8S/hQeUbkYAlANwA4Kgu7zHTKBgLLi/A8o8hkW596/37mXY6KoGzfPd3SJev7YDgkSsv9WvSCbe93f5BCvtbtsRyh5JPumuCPUb1jb/tndQlrUy1iEQWH9Lz1D69LZ+uHAqU97rVAW3lXIjMlQfKYplKoGIIrq0GXGC0jxVxHpLfSKLnDsRkG/c9wJZZA5kFnhJeKNJUoESltWIMyg4qshcBYBq8G/bYLy/bJIOMi9CuNzvXF7fPIVqZNccZTogtRWqgGmbO8fqw9gjBh7mNN88KDO3O67TotAPA2ZX8czqe0TQWXB4Bv9bywGmUz4qe/OQ/X24TVhEFcFhP526BA8wcVnr6u2c/JvETughngUxkgdyXUe6MAshke5Mynlk89eQy+oGYBZwsanGwY+pwzyc+tiCD4v/5ANJmS2bPAAOr04sDycQ9izEVPYL2ffjjM/WS+wnSAAAgAElEQVTmmD8j3NVEU8lueZqz0krlSmBldnGKvX/nkQXU3gNvakC5lfpurtYbsAXcG+va2y0fu22nDSHvecv7KK4BDyxLTJMZv4Zojhwmy7hZeAB9DMATYX9FcUOX99FpFIxdc/kg+IWeZwP4Gvw7k6zd4v84Uv46LQqVnAOlJ9foBTiIlGsB45MyjzQh7XSOU7kGONTWlHBmiZ96vvuXrcMKCZ2yvtueAynrb5h21uOiHrqsNYetm8h4hFDYOxDQUaWMrmdma0VuzY5eE9lF77v2enMLH/8JEOs7q4KGECs/LEKre7Oda0GcmKfqa9lU1Tlr0BqBUCWC1ReSGrNDqe9hQTf1kBfCNoXQmAJzW36bKi2qr48EynxYiw4zw+KzbUj+mzobpgFIxtrxtqeSdVo8OlidfwDAWwF8F8Cx8G/+AYDfBvB3ADZ2PKNpLLh8DjuuhQ3XweUKIPkgT8wXczhZGkSSu4lHBJAB8Lxs/oVyCVcDWc5TgzCdyWWMcVND87UJs34W1WAj6BAPvYbSvnWXjp9Q+mxgvf7hCtepZbp9SalhbCIgviVgmk5ivqDaoFq+GbQaO76adWoALzyM7NjfrJiSVRRba7R+FiF/aNtk1R3RmIavMfWMoezasL8DMWvRLv06oiFLOTRYFxi8v9JNVagxrQBsuRN9/vGMSt69C+nfhB3ZbKKx4HJFvcrp/PMvxsEH33W5zVglFL7kwD1J56AYGEy8bFQN78iM6/US57nn/BK/fefbdw/6BlAtWtP5HtIS01dpIyMl8FWWzr7DrMKErfd8LWJVCyyFv32vERK+XKHL6nhf0Btsu/qCi7D3QQdVCwhfr4GsaqD+MSqB0jqEHTqS9qpcEaRrtPXSC7Hx1gf1VnVIFcIdWYok1Vq2BU+bAkvfVmUW9cpo5W2S1dh/CNh27SXYuM9vspsR+ae3lXj1rK1Opu23ndMa0p7xo/IlcK9RoaYWm4fdk9IbF792DwDYsfVKzO1yS0P+Crp5dz56xlIrXFEgcSy9+c3vX24TVhjZN7H9eS8LgBn/x087hr+y5Ctf+p4kgVBcD9lvZSBr6qb7y2Sb72+M873DB4Y4JT0E2ZmCWpgqReFjxUPolLe9W5TXpMFoT5C0YJOVqngL4Lr9kaNOQwJiYxWaU+41NQRc9pF3cgl1W1obg/NptDi0bhrjtOovnmdPhONoTFS0QFf/6ERZrlXENO1aEzpWbh8vvwmawXzwzRYf3+DZI6eaTbjusq+3sy8zTbAIu8WXu1I2HT/yN5rGRi4DPQDAQ+A/dv4OAOcCuBmAO8PP4V8/pfwmetGL/nYp1KxQGnbr+udVuQfcibPAmKfxdZVa7xuOfi7jVZt+jIdkKyDRAkSDLOGziw/h1hdv0lkt4gMYALOLgnApQb623XXlzSBQF8yoBQ5tMKdrIOnBL/iHQo4qXAmLWssBtC08glErW9TNC+j2sYIdBZxWjQ4T2I74NogYrqPVBi132a3/z/Ob9LTesmK54koYoaexoVR2CMBlsyeltZz73edptnNhcvz17OkXGQof+KAqdOVU7FN9TtBZ5wVAaM7cNNR7yj63920emduxqF8GGE878UvUOe0J4Hbd8S/hX0c0NY0F2bsA+G8A3wbwavi1lbft8hyAL8N/wWdJ6Da3WX8VkaeWMAJ7QiWZKuVweWprDxH0y9Vvd+ABquxI81GeYiX11yQeMRTymlRLMerEqQw9nda6Lq810MBfidRCe936Vs26zagoQ49W/VuolXVg1XIa1M3KzKN6a2G2cpd9bzWFJQPIEtJy6wNonV4u6umzw+IZWukpwI14FZElOgJPpkw8uTKq2a7TLfdpJQxBlNmL2Us+GsKdlxdQNFITq7SH2P9zG/fO0lbG09E6KbovgG/Ab84+s/ttAnASgPuUi7XR2Mjlv8Nv5DmsM+QclncT/Bb2Q+CB5zotI+XPrrmDSg+rFjeHI4TsE5CGnghf2VNwaTwsjyMut5aQliGpB3AedWoCLcYUY5jOrQGrtijW+Jc386jpEKBWCoPqQIelKxzX9AUdyxGAyOoQLjTZPE2CVN9x5kmPjAY263WPIhDXJq6BGiVxw5zRIEOxQBP4KoEnNLRngyElGaWImemMqJzXbFIBnLYCbN32fZH34BA5OB7wFQXr8V2tdJ+yjzZd4GWlOfK/WctcBXQ/eGC5Df5jOOGdl3cG8P/Db+Z5CIDTxioYCy7/CsA74bewW4+KZwN40lij1j4tde/jIDAsxc6firNPPYaR0CWvR91ic4p53CeykbMAPNusLOdpfx3dV48SPkHe4u5q08NDqOSoBVAu6LTKt+iR+koDSeKx6tpKCdC3QO7Z0ExjIdOMf4VyY17jUsYFRkdpINdSr6aXcEaJw+WMvkAjIU188oC80bJQ/CJRK4icVofZPDyhMTodn0pJdMB615kFYFwd6GuN02sAXArgDwD8WuUdDuA7Hc/DxioYOy1+AICfVPLn4ddeLgkdf/wnRpRaux28XjO5HjI+xRIpDnZM6dOPUk6io9/4ESaP0lrDEhIgyxfXnVaUZwQItBTSCQXKgVUI+aUneAvgkT5n9XGwQFs66+15bujnJz2dccKJUVMJlGq7h1BfGdFepWBLc2Jq0167KoGdaWholPaKz32omt8X8KphPdKJQyJhhQ6RVc8CLMZ9Kws3Rvx6L3xDh2l4qth01qd7DKnQkDYdDX5h16lapsfhgcp9vXhNsx4F6wtt7balh9gbrvxOmykrgKh76fksf7Q6XqJ+PwDvQg4sAeCyLu/+0ygYCy4vBnCXSv4DAfxipOzBtGXLtqVStcqJOxZC7mh4WgCcfOQrf1988+atXIL6v0TyJozjFkdwysS+4MAACFeWUQh0DNq9PYV/6YtgAnbttm/ZOggQOXaQFRsa7BkA4K28Kb4C3UQCX9WCcNPo2LZFKiwBM3mbjacq2LISG9uY2g00v2dg1rsuz4Q0TU8W8nRhx9YGg2wxMW43ExRESl6P52ppRys/m23qKdJkAm+DofclwS1sVzJVx1+nlUALqM9cz3U8o2ksuPwggGfBg0jd+/4WwKEAluz9QIcd9uSlUrXiKb91hcuAvWLSLhnBJPuXAKYs99J/e4oEoD2SW0jL4I6xNH5pqq05FLKtAvq0Zc0hdXxCW/vEM4/+DVl3CQD3f+bTqmoyi0Q0qwzvgi3xuGLDEHtDGzX3D7NTjQClVC9Vsqe8RMGXOOCxzzBSc9klzAkUBv+GBhp8j/VFugbfwH3RtQEiSssDGpJueY8n1oFaCZA3OYdWMp6Eqw8CWh/BNYXdmR4NiqsPHM1PBH0CTdrrgAdn5cZ+cHKxabJIv1VA3wHwbAC3N/IO6vK+PY2CsWsuXwsfMv0WgJ91aW8CsC+A3wTweQD/MY1h67QIRAAcGeu7LDhoO6K04DuHprEUpbhmUpOHcqL/dMk/1skhLTmvTAVNGTW0p7UrBShPEqQGzWo1I7pcHGfcismsqe1hwFGdTBMQctKe1nG6Jq9I4eGgtbKu0Q5ltLw3CkXig4otMHuR9YhIXz/VbrJG1Gs9W40BrA2kZ+vNjNq0pXaDTe1l+MtRnXNAIbFmpFCuF6AaALK6KaiEXn1DVbWRYF2n5aeXAjgZHr99EmlT9p0BPAbADgAvmUbBWHC5FcCfwu8qCh8/3w3AjwG8DMAJWO9CK5A4NEsePt3v8s6n6GyAAOwcUbdBsexoAsBEx2v581qAxOo4JbirfZVzUO+iNLzZAOAQJAW5fMa+ZF8o2qJGl+Flx4C5aoy04v1ndrMu9l3Pn1pGYpsqM/87xKyxkbqW8b+5I2kEXxbu6tltJJ4oSzY10BCwGevp8k4/5iKIqQ3W2E3oH/XlDzqj6QnayBdtrAyj7iGDkk+2oura6FL1eJW07xA+fI2AxJ34PZc/hF93+Wr4N/vs3qVvBvAFAC8HcNY0CqZ5ifoC/IfNp/q4+SzommuuW24TVh/FO0B7SBVd5OfdWsuwE5XnXXXlddhv/31FqQEYoM3kYDbJcaC1bCvxaeCUYksY5V9j+/XbMUTo5k3XYpe994bw/CxqqMflFvl6oLIimiG9CQORJbeRNHZqLDPVIMgvfXleHACw4/pNmOyxjx77p7YpsRuFRt1cPcprMptsV49/pc8f9slqAd9K5/yW6zC3+837zWqmKTtQdFpaRo9c66mzhgh5AWPXt7gi1FOj0S8991oWdmwGze2q0lcmEp3DIryKaLbiFpPOBPBYeJPDy8KvgN+QPTWNXR5wPjzaLdGjAZw3UvZgOuKIty6VqlVC9dEhW/+ivsbD94rz/PDLV1UCz/m7N0Y/Srxsq5UGcLDGllIapwwXNpDAD4V5bQ+gLKQR2GwIoEsUx0wdjHE0yMd/7bVH2ZIjQLKnrlpBpt02PdFSTsUukZdo23gwJc14vLv0uNdX8wdhJVFQ3RxjG6B0AU2dkAYX55sLxjRF6bRtudSiWs3VHV556ruG6Y2iyg1cB2KFv7XjkozsvFQoPC2OedoKcg2lcRzoL1/mIWy69DNMzwzv13VaLJqH3zX+a8wIWALjweVB8J8MKtGeAG4/UvZLAJwO4Dr4LfH/DeC3awWe9axDR6pai9QCLDlQZKVIpuSQkzkVNfq/+BVPSeUog6dTUwwA8HOVD8wGL1SnpRlCLIFIYPiDvxUUGzp7f9+/eUqVrya1Fnl06qBmV18gijNOc62mmXpqtrGHV9MBj326LdPChtbzXR/paclpbq5SRYfKzPidUcGBQlvXchi0z92fwJwZ5Q07BOTVyOJdChRVA9ktnagHr5YY7WJGKgF77f9HBg9lKSuBduJXES06LdbGpnvDf0ZoDP0RgGPg1wM8HMBG+M9JFt+beZe73HGkqp2LvM/VIYkuR7x+hDuEDmKyckbsE/e8150goCkT1eJMzCBJZrwxpvYIHxpVs/I52CuNwbzFIn/Vx1QyW6atlb0OwAG/89umrSXtRrywprEr56/AOPfpzNPieNdjTuwvVhCZcr4ea+rMDbT77avPwL2AcBxgrlTUksdDgTWgMkT36AjaQN0NT6y77nuHnIfUQR/AnAIXVynKrnWCRjnxL3XuuxVY9sHE1ACDq94V2Lj7bSzBYySu0yqmIWsunwfg+Uju6WjYn3fcp/vV3yhcpj9V508DcDmAgwGcMlLmOikKMDEc6wnTAETT7nCXwKlLEhI/saN8FG160O8Zo8yID/qjSyXAaOrqMpyTg70D4uYknliKbvZGxwzDrel8HTWskRXx5CaLq1LHtib47DVhqR7YWy665h/BZoHWWQHSvipkS6KHSmmyqcBkPoDm1HsJ2NNifCizwv2ucDcObdde51FhXCzcEz/FFdrTNVx8dtz3NFyw26H2sFJ8nKsY1cbLapk/cdPwW3exaUKz39Aza3mrlYaAyyvgF4ACwO3hX6R+qeJxAG4EcAaAt09rXEf7dH+vnpG8nZj4l8JTmv9fQMiUE3Z8x5TuSdnlU9+kjxucKLGBRQMfaxo8yBXBBabHoRAx7LFF+3PmD0V6SXQfMO7TqXVY9ahNww8lFyV01702LVp5B2YuEx2YkA2u+4qmUcNaT6Gpps571whMQaxpSg8aANK+iuUYrFovVAtfP05VxCot0Eo/+1Q9LKsbVTpCjwBd58HXMADRgg3CwQb/SXDwL6gqQz/DNpYn1fGGH94J01iz0iDlOi0FDZkW/xCAv+h+3wLwr+w8/B4N4MkA3gi/pX0W9h0NH7Esbov/5Ce/OgNVOwtRYdT1HofYsT9nx+EzkIbnfP/xX0B8/ZD6jJilbtR4SeVT/s7MUtEeFpE3jSvsndJeJDrrM59PBigyMWNz6ImVKXDqaCk/Hj88DaPlfgXI1d/8XC+PNa7XzG6u0ti614ypyRwMescY2Pf0kCdd/4uvy3wqMJqi2dWZChhOS+0KY/XGvn0/4+e/Bt0G3XjNDwfqXT4KkctZ/9Zp/JrLBwNYCkT3NgC/Cw9Yi/TGN74XhxxymPg94AFPykDnl798Cg455LCs/HOecwSOO+6jIu0HPzgThxxyGK68UgZMX/nKt+D1rz9WpF100aU45JDDcPbZ/yvSjznmBPzLv8gdpJs334RDDjkMp5xyhkg/8cTP4ulPz99Zeuihz1+Uehz+ymPw+te/26jH3+Ocsy8w6nGUSLvppptw6ONejlO/cyZAwI9++HMAwEf+68v422cckYHUw556FL762VORACvwra/9EM889DUsxYPTN7z4HfjECV8RMPbMH/0vnvbEV+OaK68TTu0dr/sg/vMtH0vaCLji0svxwqe8Chf8/JfCTX7suM/g3f9+nEjbctMWvOLpR+Anp50ZZQDAqZ/9Bt7z4jdlbfzO578WZ3xFfjv3f075Pt70rMMz3k8feQy+94kvCrkXn/VzvPM5r8QN11wreE96x/txyvEfFmnX/foyfPSfX4Erzr9IpJ/+4U/ia28+VoC47Vu24Iz//AB+9eOfCt5zvvx1fPnVb8hs++orX4ULTparTC49/XR89SUvY/b6l3SfdvTROO/znxP1uOrcc3HSS1+KLdfKpdU/e997cd5HPtiV9tybL78M333FS3DdRRcK3os+9TGcdayc4JjfugVnvvrF2HTmT0T6lSd/Fb845rXZgHb2Ua/E1d87WaRt+tH3cM6RL87qfOFxb8JlX/2sSNt8/jk47/++GDuul/X41cfeiys++0GRtv2qy3DxW1+Crb+6UIzlV33l47j0xLdjy4XnxrSFrVtw0ZtfghvPlfW49tSv4uL3HCnSHIBfHXsEbviRrMfms07Hr97+0qwe13z0aNzwXQlkt/3yXFzx7pdh/kbZrzZ97QRcd/JHRNqOTZfjiv98ObZfLvvV9ad+Ctd8UfqEhR1bcMWHj8CWi85MX40h4MaffRNXffpN0CH7Kz5zFDb//LtCxk3n/wCX//erY9nw96pvHovrz5K+bevl/4vLPv86zN90nZB7zQ8+gk0//mQCUUTYccOV+PXXj8K2ay9J5a++ANee/UVcfQZ7Qx75z0L++qSjsOWys0X69Rd/F5efLv05AFz23bfixkvOSOiNgM1Xnolfnf7mDMhdceYJuO6SkwUu23rtBfj1aUdjfuv1Qt/V538a11zwBYHftm+9Gpf+7B3YdtOvBe+mi7+OK//3Y0Luwvw2XHr2O7D52l/EdgCA6684HZedd4KwFwAu+9/jceOm/0nKiLB5089w2S/em9X5qos/geuvOk3Ytm3zJbj8/PdhfseNURcBuPayr+P6K77NTCDs2HYdrrzwRGy98QJwozdffQY2/fLj2PTLj+GaX34M11z8cVx78Sdw7cWfyGxYpyWlveE3UH8Z/r2X9+3SbwngnwH81jTCWzF22P51Mrwv/KMKL6dvDbYo0VvhI6F/BODCAs/BAL7//e9/AgcffNcpVO1c5ODg3EIXidTPFw7b5q/H9oWbsMvcntg42QPO+fgTj0jOu63YvONK7FjYjAltxIQ2iL/bF7bhxu3Xw7nt2DABti8AN+0A5ruXZG6YOGycOMw7wo4FwgYCNkyA67cDN2wn7LER2G0O2DLvy+65wWH3DQvYsUBe1jxh23x6Spx3wNZ5wg3bJ5gQsNcuC3AOuH47YQKHm230urbOT7B9AZhfcPEFunMEzE0crt06waZtExBcnHonADtcsNvz7zJxmCOHm+a97RsnDhsnwBw5bF0gbNo6wU3zfip5AznsNudB2rYFwhwBu078+fwCYesCsHUhvXJowQELjrBlnrB1gbDHhgXcbIPr0r0dC2xd6PYFivbNMzs3kItXNoDuOfJtvnVhghu3TzDvACKH7Qte1wYAGyZe1w5HmCOHOfI6tjvgph0TbF8g3HzjAm62YUHonO/s2+GAbfN+em7jxO+edI6wYeKwS3e9t8wTdiz4eu4y57D73AJu2uGv3cICAAdM5oC5OWB+3v8WFnx9d90I7LLRH887YOs2h+07unoSfJ8mYGGhm/gn37bbt/trunGjb7/t21z6pKUDFuYdNmwANmwkLCwAO3YE3Q6Tib/uO3Z4O+Y628L5ho2EycTrXOjKAF4X4OU4B1AnJ8wSLjjAdX0xPCmE+k4mXodzXsfCtnksbF0ANs4BGyZxI7TbvgA370AbuoSt88C8g5vzHZh8Z483Ce1YgNs4gdtjF98+W3f4howN2HVyImDHgr/5WIibnAudFC7YsnUHsD28waS7oXQkbfsC6MZtoAUHt8uc1+EcsADQggMmgJubAAsONO+AOfLyt8+Dts7b6wOcS/Uj8jICsOKsQQfg28UBtN07Ftoe2mMjQATa0cmbd9E+zC/49NgIXld8utux4H/BofibDW7ieWmh66zb533bwZclB39xdyykSPAc+XYIbe28/dEBhGUsu8wBu8z5azq/EG1Y2LENCwvzmGzcFZO5OSxs3wY3P+8f0ycT0IaNHqRu3wo3n791Jnz3yTl/I7oujYiwsLADC/G74QTn5rHgwrVxmEw2gmgOCws74NwOhLW7bmG+m6r3bePcApxbwLabLsGmCz8IAL8P4AeZMYtLBwP4/vFfORp3vvtUGCqjs3/yCzzt4c8HlqderXRbeHx2WwC/gP8yz8MAfB2+J54N4EsA/nGsgtY1l9+A79W7A9jWnfeRw7j3iRL8bvHHwEdIS8Bynaal4tRWePKtP3uIb42rMz69FNJB6F7gHeQGA7o8cqJ0kgfz9Q5hLHRGWkp3zJTwrzx3LnULQUl2oVn6Zpl5rXmalc75RynrKWvqYgqtZQbdUOGTW/U38AmWhsfdaZcc9KngdRs81T6QP7sOQ/UNUTlCdiyXrW0oCCP1V9+chTIu3aRlI/TNnukjWT5sPiy9xD2Uq7VLlkfykK9P1HXPHAp3JtoAl+qgFZDmNw2TZmj+oF/bVlxCQ8p/Wvo86HRA7tTEGNA9SLCo8zotOx0F/8rIe8G/8vFylufgPwn5F9MoaAWXf9L93a7OF4PeBuCv4MHljQBu3aVvArBlEfXufFS5yVtepSv5ci8t12ZS9G/eXzlWir/CiASIk689Mr4nHng73zVR1dJWheiW3rbqHNcpQaR8v7IBcrOUPE2fl9boA4afNtKt8xbSS/37ZNTybYA5bOBIvUCWLo7p1G/XWJqZzMKgXVTUxxsiWENMsECWzQnxKUWWrJ7SzKKFE5nMyjt+k1lPWSGwR+qC81Muz9LMQVTftQhM1g3Lnn0zzGeIEGDS4uNOhYNeC4wGnkyHZSS3kaIOJxyp0Y6i3i7562AblA+P4XKf7iehSMmjcJHj65F80DmkoXu4zceL5SDrVaizkLkK6BHw+1nOBLCfkX8+gAOnUTAkclk7nyUdBt+9tY6nAXj/Iupdp0BNDjkw2p43TKXAJVAZV1ZS4OhKkI5WRqYObAbHxwFpwS9TikxyX57KVSKXRm1qNYXFq0S3Opro+3VgwxY7FZVlselPnZpFrrq8imFpEm96KjWjxj/F4Bjl50M2AjtuRMs1NXh7ixkMpaiuiUGs+mg7zA7cYGRs5HCjJWWuu3/ZDW1ZV7+5+AEpwMSBXu2Bpmh7oaA02i4XgFEG0Jmt6Ym5YIsCgWZdKOK6rB0s87jZVp7ZzupuETaoPuAUA69/vLQUuwNfteBZmYHdG0eIkswwRb7ctBgQd/lr1US7Q0YrNe01rYLFeon6NDSBn06fqF8RWD7/+a9dGsvWFNVugQDD+sonuHboY18G6fEYX3xqlVPo4GeUZCawSbYl1jjAf3GwcxJgEjAhrt+TDKC4aLIGlNa59k6OpVnjujXMVcd9xs+jjtYY+7l/fbmR2kbiilHXDloPVT9+qdIao20ltlYPrdq6ytrA1AI4M9zQ0YX/8RJuUl1PRW5mZ82mErjgg3dfBxPHFfSX6Sp08qKt7MbSIKxaXpXRprLky75+lMwv1rmx4+g20k7AsqUy/S8dSIOT4YpMB6T4uFMKtoi/4ZjzWLaS4kVccx+9MiWDiPn4qy44UcgQs1ta/zotF/0MwB9X8h8Dv8lnNA15z+WKpUMP/bPlNmGNUv3m5370Wc9+bMedHAmHhiGPyLFpEiYHJMYeLzs4NTYm1Sw0+KQLI2EzJx35iuUI1WVHXL6e5YsP8+IEDIFqOd2mqRKY4JEDg+fuj/9LuxzZNppTisqm2vlUxOvQtUdspsrYXJU3pRmcMpDpjPYgiODSvg9/3CIMl8YiidqFMy4aIc1eVhsqAy1UbqCiKJJ5pel2RnGKNNOlAVNBJsve686PzMFZmH5urYeIRDKbrSgfFyKAn+LhYIq6SrDp4rQu1HIyBccjThzKgLEAInnHMK8XqzRXIbpk6pPBX++x3/2gX0cnQCr6fc9SUWk8mFbmKqD/APA+AD8G8LEubQ7AnQC8EsADATx+GgVrAlw+4AH3XG4T1hQlSKhTbU4Q4aEPv68oFd2IASI52ElPwwxgdekRcDohkYHPICP55glTm6ZimP4Q1excHK+VGBsYouRpVUekprSFbgVErFlm7bj5Jqaw7E6DQy7nwPvdGzv6Im+GHIvk2iiWbuhW4geTrgf/W1Q+A6IGednDSuX673W3+/jd7jOgFttangz4cpJiQRPUsQ6bAQoughoumpYTyjAQZ7kble4IIMeNCf7FRZk3+8175NV0kSPLs6qd1ZkoTf1nVWPOh4M7i4L8rg1cmAnQ7aLRl4PdRkZ9tN2pXPLVASUSL2dM0YeGI15eXLtukZHaAbfbXr/ld5t30+GO0oc4/AYgtr5znZaLPgDgIACvARCmfr8If1Hm4V9R9N/TKFgT4HKdFpfq69PCtLaGaYCMWUqAFYCj30ijAKgYrygCTqnWAY4kwASgv7Gry01AEbRZro073FI+X9NZGv35+KDH5lJwhkyGsuziMrKRZJZ1bVPFnJ8fWhGKPhtL7T4jTLn41LKgc0BlXM/TQC3YLRkGKOXgsaqc/5eZdEMAACAASURBVCXVkQu21MCX0F04L5ULx1nUMPw34oax1mu2gDyLT7eNAI0k27zzb2bIHIzftI/7Y8vBsLKhX0SHpeRlEVfDEuo8YgTXyef7qnRAWthU6QdLSITZrw1cAdVqpdfAg8zHwUcsJ/CvJfoEgPOmFb4OLndSqt8AbU+VRNRFEng0UL4QPQYmiExfGJ9/yYO2sCEnrsakACApGx+0leJBnaUlfurE5FEIZ/L7HAoL0rMGgEqXW4V6W5CNHdx2HsXj9uRDY1lDKcfpgxhRME3TbOoxoIVsPipllbAMa2vXVGAEdWKawLSwfXaTfHZktGxQDizZoM1vhtItbYFDnW926kYESPDvaQzGVgFed5FFXrgLu+NKNFU8gvJ6uT69BcNV2zkw86x2ifwl4BR8WJoVSX2H1YvbzFksXbweAjAmPtLrLqHLUmaGT/VRxmQ2B45xjkni386/Rt4oNxjDpc/mnlmnqehC+CnymdNK3NAzmE466bTlNmEnpeTlPvOpk02AolZc+v8JzLGkjT5i4TjlG3u0bOtcr9vMLS64NCs4YQzORVCUi4j2aFHF0taAEXPz0lrfed88pWBFvRxPrc3A8XFoUDSz0YLQvrNeA2WqatAx1Ixrv3+y2Xa6tn1Nl9lWANvNJEf+cn6fzOJNZ+RbAKgEcLSN4aT740Qkrm7fjRedbttXubeq9Y42F5xKQXZ2yTT4BDsmnk+yTPSLZPAUDDfbmFJe5KFMVPDU4IC04BESL8Db6aZNZ6U1l7x8Z3uqxvKDSyK3KL9VQL8P4NmV/OcAmGq94VhwuQeA98K/1X3Z6UtfOrmfaZ0GUbYgO+fo/vf/Pvrhr4E7oehCiIHHyE3SV7L0nDNEL/m6TGkFB3ATJhOKn6jbLW44NQe2oYicsM//0s5z/ReQNiHy29PvKSdVoq+1W+jcr56kbCjIrfk+FaLUM7KkWGfhRluxU+tY1IpFLIUaNA8Rc+13v9ZWcEZjD2UHLs9sqoDqJbosJR6n2SMACuc9ja/5uX5xYxsyLLsU243nfTu/6Wtk+Tlx40tvE+sv7I2OA44ovcvTanwBxNI95H/K6ehyvJ0sR8jlM5tyZ0VSZrGNVJ/oZEjfnjJDzuZNP412UqcvraEP+mbh8dZpCno1/Bd5SvQnHc9oGgsud4d/7+RvdOd7w3826F7TGDOWXve6Fy6H2jVMrTd98mgnfOhVLCU4FuaIIkj0+ckvp4XlEUjG/AQqLbu4j0++j4FH5ld5mVrtSP2s2jaRMV7WWLVtlv6+aOGj/v0VZR1KWHm62z4fQy3L/GpRVG5M3zXrozQI5uWobIgtvGDPQc89PGbMdNjMbCusidN8ujOZRhUs1UBOZIysXflJrKxP2F5oeHaTH/CQf5JlLZl1I8WZANN9dhQoXhYO8EQalKOSoM6R4i3ZnUUJebZ0lJTVQ5U1p9KDr46okQuL/Pve4a+iP4fpv3X68pG+tLP6rQL6fQCnVPJPBnCfaRQMWXN5PoDvAjgNftEnp43wn2q8xTTGrNNKoroDTX5Web7MQaa1lhTO2EBPjMcfdd/1rkQruQiuTs/yhB9/DUsEn4SmZVh957wJeCRPiw9tEHZ963FPPNAbyqypVZel9Ls1p45LzpAYjyXFSrcimS1W6Q/QsO5h2lSiUdHKAqisAflSe5lToSjrAMsumq6fAvoMqaWDgSXN29u4Bp8FlHplUFffrsVqtoyRLzp0uM8LBWsdX8ijdPOawE3/GA+7bq5bc0px7SmvsBEy58lZO5FdB9N+SyZvG2tBuecJVytEKeXL0bsrGT/tSFJuXP8ZbJU+f2VMi8/ejBVQrRbaC+mLixYtwAcNR9OQyOVb4MHoCwF8pks7EsArAPzBNEas08qi8niTe7I41QHmNEIuqcglUlRSjlF6WlxNj3PURbl9QoMCadq3TkjppwSKPLBNrxvKZpXQMN452z7NY1HWLoq/d61eNdcZRw1y1ExrKc8UMGL6d3Z+eaCkPqARkmpixQVvvRo9NgC9IevsuggzWCeuCYiCGtvNAjECeBWs0oCHpZufJs0iaLZ92UvFunpk0/gle0qZvD0yXgvZFepcUSF/Rj21o9Myu2O51Ea3BxOg5RhPtWTqSnKIn5OUy8eEkJ/eWaz0r9Ny0S8APLKS/0hMuWN8CLj8DwBPAnA7AHfr0q4EcCjS+5BeB//OpL8AsO80hq3TcpIFAW2+/BdKC8iHuGGH0jFp3hCtJFYyrtVJGvmB8Mfgay67fFLnhgyzRpRna7/Y4h/5OMH5rbV9Id9c42gsp5uaKjK5LXmENCteSChQoQIRn1j5CpToNavxsNI4tWV8nDIsVwMmRtJU1yfdCtKmmgml9pqWSBljApvaTWTIywxWaebNlU76Yba2wwBp8bjSEU2nQdIG4Qwobog2bdcgOQNZqqC4GaiLeioFvKxwXFQ4VnKzp/CsgRgPuzAdr5hXiu2jdLKy+lVE1tr3pSbdqrP6rQJ6D4A/g8d1+7D0W8B/c/xPARw3jYIh4PJO7PjX3d83Afg9pI09l8IvBP0Y6t+tnCkdfvgxS6VqnRh1LgIA4Vl/8xroWyuCQopnIFaKOyy+tpJHK7nPM1wfIzadLtxegkd8c1Amx/E6yTFO6pLDW8mZ2OmO/W/UxRgbecnSVHSgr776DaaNgn8aAEjpWgwNSpL6K2xqUM/bs113uceMCdD1Mfzy2COHlS2IK5ZjDVDqM1mVa+d9egry7fanYp+RDyRkyOA3OEnwxo9LT4rsd8W33l5sE70kxOLhJwkscsAEu12h0s12Nuw365Haw1zGYNjaRCVHqm6GhAHJ5IueuvO30b93x1dd8DFEf09hDKBQIP1WCwxbm3QM/Bd6ngcfJLwIwC+7438EcAKmfEXRkDWX5wC4CsD3AJzZpc11f69iBn8NwG7wC0aXhO5///Uv9AwhQssA3XDjd2tqCMBDH3HfVCoqYFtz+HQ0QaRzTv/XCcfkN2/ngJCPN4lPmi58J3UvUTeqEpc2dQ69W04UwZg5m6OctF47yMuFNim1vTVmmUYyBg0UD7zvvWulhZhUNG9Xf9y2hrNdD5ddp7b+OUxmC9U2INWuWaA973afzJBifzGa16y3bkQVba5Pr/t7qfrpR5L88W9vg5JgT8nlgk52sFSBWsfvvSlkK+x+23tIm/o6U9FeYvnsybPU4Pz1M1GmMT0R28116xI7/tJTnwVchSw1zxHTmcPSEczwnk2uNx4Tk++g20dGH8ORPN7t5ndK5RzjCCC096IvHREBkxmbsQICsi20AODpAN4P/5nHO3bpn4IPDn5jWgVDwOW9ANwPwH3hQ6YA8Fl4sPm97jyAzS0Avj2tca30qEf94VKpWhM0bgWXxQeEJ9BDn/xIVjbARIB/6Cu8IF1/z1bFLAXgZGw1K5LlagAIoJODx2RbLisOC6x61tgZ34PMSU8zt4AHbmcPoPOvMLLeeOlL/fYj/qT/848l4saxOnPAJXoGWwc6jcpIzkgz+Os9c4hX74CXSjUjWj0VDFpv8YCHJYwwswHGqb8FA+qhuGK66HG6SAvgE4AppBUK9gE+DoayPK3DVrHnHR+U2eHiFK4F9sqyQnp8d7jrZIqnEA4+Kdlu4cuONXwxMndeEG1rRnDjudEe1BlrLayxgGmwGU5GwyMfA5xWtJFfr/CtXQL22PdegJtnNsbG65ovyF2nFUAndb+Z0xBw+ePudyyA/eCnvY+E33X00I7ncwB+CuA73e9DM7N0nWZGDeMlg4R9XGRye59C3Rd8JDd/IiYuhQIARTYtnk+kMz/OnPWk+9RYSJeAz/8LT6ocKAnwaaBO/Z1yUU+7aYr5fFgS47T222yQKV4vY7zsjRYyYKjHVwvelqbjpxkeuI5MVhsukkljwNw0ALDHFv0e5eqUbB/VQsC6IXUeSYxgExmHXU/KEUfBGEgAaIGrDGxoExRQC/w8Wka6kHryyRwRFZ4EM+UApWCiAHA88se/ruOcKK7FcRKvE9J2kcmA9FQc7DCe/ritWVtQOgavA6tX7BgBHKo6EcnqRDW64yW7I4AERbH+PcK8n5HtUJeYdHeZlcx1mv4LPd8E8M9I4PII+J3kdwbwzillr9Ni0sA7wAZWAhopJjnRLaKTeuF4XAeZgGXa+c2mVAoDOnfLHIjytFQPawRipkQZXK41iQwzzYgZpOOKJ+PjQYl4wGQsuDPLFdoVGBZgGGOTMwzI8EHGoTIbaKbjWI+sXlU8GDktSjf1GWinrwFq2eIGYwkaD/WR4GcyIhix+CWfyZOl+/pmeK1mEz9prZcu24dUOEgV5VnZauenxFuxKV/4w+WH8trZkWBP/ltXNPhrpLWU+hf9fhDLKhHKGlau05LSBMBhAE6HX9a4YPzmp1Ew9tvi8/ALQLeo9O/Av0wdSFPki04//OFZOPjguy6VurVBlUhGcggt5IHht0/5MR70hwdDe0f+TsngbPwDO195w2GqhqRsx3gnqDJGxTQHpJka9jA+AVXH2Qiqgg8WkU+pm+sjxspbIBzXA0cSYllyWujSH/8Ut7r73QaVqU/TixTTxj7ZOZ/REno5AXKW2pjK235WFF7dp2XX+s4N5/wEe/zO3adTTIaOCsInlGdC/XF3A9TC2bXyBXK841fL5KAl51fgqmanwcBN33LZz7DbbX5Xlu2fpqnkde3H7StMdUf+YJVTbR/LhvRQ78JUiW47457IgGjQKRajIx2LOnPPxI1kch3j1UEBAESpPHXXccsNF2DXPQ9i5Ttvzx/stT3LRIsRQF0B1Wqh1wN4AYAfAvgAgGsMnqnc6tjI5TUAbg8PJgH/Ms5vAdjEeKZCvUPofe/75FKpWjtUvQNaYU2ChW964wmxjPcbKnJJaUe4eGaN0y4KSBKXTlptDvIMXwrktdCRzUAR6Kry2bg3wHGUWC2swHWXyvC19xb94IMfbrbM/MyhIZfD3v76FwVUyZw5bRRvsjXwaR5+amI5CwAruuJzJ/YrHkpN6wUaqFS0tj6SA4AcV+QFrE5cApFF22T5DLTpG5MbS4Rrf/QpwzTL4FpHU7ZpBFKyX9jY064lOZU018dXBG2sgL6mJfAZ+UmkJL8e8kjqBuH6X30jlWBLGoJfLzfAOi0hPRXAx+E3Xj8PwOHG74hpFIyNXGq6Fv4LPctCRx75guVSvWbJBHUGDzq+D3zotUYZvY+Q+V2XAEv6ag7/fncnzSfLcUQ9bBNLmzjCArNO+PIYARXF1aYVlxbci1oi+s9eMEQurjW1xmbJixikyIeECjIzsh717y/PZGvd/bOwYbe+bYWWlcJmMxwoKEinPLmaMyVlDeOjLeTyjT+5RoeDnnt4syXmNSCwNcquh1ncRoIt4gT+c+y4ZEsGinxBAS8y/EG2iWFNNV+XKB1AXhktW2EQp9f/6fIA9n/YP6clgaEhrDWXFXyTypNIS7Mw3Q583vd5dJPrzy4KECOLfM0lL5jZFgBg6IeiMeX1M/VB2gafl99DxnrLbEMPt5dFI0MaAfv+1l+npU/Ot5vjRnb+fSVMjBduiallrgLaHcBXFlPBtGsuVwTtvvuuy23CGqS+W6QDfx3fzW62W1aGr28MUE+soYyS8qnwxJvWXiatKB5rH0jKe0wikC3UirTc5HBNH63KO76BiSQP59UAScjh85wGeNDngWXjbruhlwZOdJTYm8QM1GVeEtGGzpY70ptbxdIgWAgvV84nuza0fyORvu61tmyeh6vwVcBWk9hmE0r3HgcpRl5NPr+/N+4qQVndGJtHgbDiTS+KknmYJZI6Ns9r8pI9EWjKReW5zJhOsj56useqG1FUmRkZgWXSRSDMbdg18sW19Mw5U2JeEUQz/q0S+hqm/HZ4H60JcLlO46h8IzTeInwBdzalkpwLB4sQABIxL6aH6XPinLlnD/5T+0V9k1vjgqydY/9Lfx99Jsl0aYmWpDPzqIkVCdQ+XivIsQUV0vuo7arXZkszozIklB1W7YnRVMqvX1H3CLJmC+sya7GVPIePx60jjWwjVaCvvMIP1fSaLKowhY5ZShNAhmx+SzzvMqytzAhoYfSOEcaS/NbroOsQCsVDQtEJZLpYWW1X5qiUHl5ns6wh16ybstWc0jeMImUgP8/08+VLSIEEDjTFkz075uPGOi0XPRvA/QG8DIv0NcVZTYuv05qjvmGXH3GHTCI1TKql6W1Ka86DBMrhY4SklMNLy8Ls4ZtNNacNPRzsGjLCjyDe+pHpJCbfpVPNJ9wnlxntc51Vpqps7LBmbVsp2JiZoPI5PyhtbLF4ognsPTel6OpMqGEsag7iNckdMd1P4o8UVRCdRbG1jMp7hPwihsKCUN6hY38z7C1Fgq0OOQ1Vo5aWPm5cj3IqntTLDKlTyQmpKV8A5Y5PqsGTo5T9QYBDpd+0QzsYo0z2tMwUuxAHpajfgZVRAJMAtqkreHomn7/LuBMWopd+NYAbd6/OmCaY/UvUV0nE7hz4Tdf/3v1uAroVZXLh2c3HKlgl7VCno48+frlNWKNU82YBAPp/L/nXoxVXgoh8tzePZILnkTrunJZcJWlbyJ3URJXQpcJucZ3Og3C6LBm/IcTHiRaeOLgY9vFznXbKMe9qskd/SUjbVmobMXa68cBRyDcQsznosHHLLAbZZn0D1ywGNt1ul3zo7dML1WRVtLoIVqaTxZcV7nofZy61D484RQBiyC/dKFbUygSVHJyEX6EMO7761PfneTzyaFfKTopl0dWVbFs4f8lAJSvj55E/6zqIv6W6MMHW+iD+l8syzI0yMvn8f8rtJsI1F3ymW3rk84jzgW/qmcFNuE5j6eMAPgL/hZ73A/hol/ZxAJ9gx6NpTUQub33r/ZfbhFVGhJ5FXBi62Pp2B96GlQvuR24NASEu8NfjRJwmpxCx7KQR4iYHvieBp+jxJ/quELFkwCTILddc+dzSQA6jFV1uo6XJAobZuGKULb2zOdBetz6gWLaVdJwoBLxa3hk4Bmw6QO7OLsgPbTka0I5qkHwQ11PePHuX/W7V1O7FoBbkBh1RQHUmG8cUIlctDVcyvFoho8NaDa3XnIiQOcm8LGzLRGj52Y0OzO25n5QnKi+FinhwEawBAhRajSnaoNLYTIYL/4c6Za9vsBwYdwB53zTrIYA65elBpnj3mr6uxA4pv54KLM7ttk9kCH2awhNzTOhkLTOVfPS0MlcBPW2xFayJyOWTn/zny23CmqL2myM9lT7nuX+lyncOxPrHnRUA/oTLjxI/YA1a3DFwYKn9ohz/qDR+pbGLybF0JOqgM8l1m6aB/NTEAAGG1yeWa7Nt93jiY0c7trxcSVMDEuyRUCupMUYLzXqASK99SjVoAbX7P+Lx1fyEAWe1WKBQa4GYFI8VwdMAUWeaN0rFlpI8az1iTSgHoLUOw2Tf/G5/Juvf1znIAPSm/YbTIJ6uAWhJL3cuJHl15zd1GW3EHFT0pyXHZconyQujnObhkcjOb4en971v88cA8Y2TJHx8mJGa7V27TiuN1kTkcp0Wg3pufCKQo26lDXMurLR3JOkxlwC23pJv6QmA0zHwl5xP4PTwiz2984fsIDfKDz8n5EzU+s5AzgGYSB/Pp/wsecEOZlXWgg1jG/P1bN1SZmD1xUT91BlZW3fJeS1wRwbY6hseZrnmMgRNRqyETPao5W4ZlK8EpXqJ9cmxFTf1FRo73E9FKdyewWM5v3cLBlqApIecJbZmmwBADYoGR8Mq/OHmjA6la9BQhK8X4X+LdaG8rsLZlGww1BBPsGSQWcYR+dkjDvTV1EHyxIBDejm6Xy9PcslonA5KPja9pimkpHWcMUq7QnClN32WXmpEF1xeuh2AewLYG3aw8f1jBa+Dy3UyiNpvfuJOpCsbBgIXIWaa5jbW6ukIZZwOD1PkIDjHNr5QAqHc/wN+TSUfcG1fLiunY3F8HAlp3Fe3gsYSlYBoBh7YuYtcEuBZY/0gMpAar1sriJyGzGUCQ2mMgWx8DXb0YbVeVZRtsemTbuuLAiotE7COdbvy6FQGggq6MvBSSCvpydbzKUUcFJHKK+qoATbWAJpH36i6fAnUhTQhy7JXrVHhjsM5m0/UvzDFbQHQjHh9DachwDCpv8qWiPqCKJfbGjLFtaXuYS8lpveAkgRYsbrUmRjee7mYXmWdemg3eOD4eNQvxGhwuSamxc8//+LlNmGVUrlPtU1bpOmNs88+P+O3ttbITT2Qx4JbT5EjH5MsixQPX9ce9VXkEKUNJdkUeEW5BmNiLFU8gk/xl+SaZRRdfcFFPRztskqMWT0by8d69FzAOCZa6a06l4m2XnqhqGfNXrP9LByVLUo1i1RJvhLGkFDMbujwRb4CoivdRC3AsKETbLvm4gSmWgtZNmRFG0CfAl82D7H8APpSdh58JOnEhI6S/RoIyr9SR+3a6cdwnR7ahITubTddngBo5CPxdyWstwxkdbdpfquEXgvgsQBeivQBnKcBeCSAzwP4MYB7TKNgTYDLN795NLjeaalpUGoq4aHfS150dDyT3N6h8PWWGkCEqCYED/9nq89ubCY783md9EmSKEjPHhbHt4IdQYZOK50X60F5IClG9gyMwZNOedux5TEt8LPIsRWxDTlWnSyJ9RWihgGlc/OqmMb10uxmT2mQ3ktOfAcvORVNNfZauEoDpd7ClXR9Q2pQVQOQhMInHa22VjpKgIkdX3PqCXmZSsdyxfwAhrQcZqcOz8W8Ql0Uu9OyuROw1qcK2brtlL3aTu501VS26WBF2SQrHSaZ0Ut3mddc8CkAbK18BJThLmfClpl4U8zytwroCQCOh//G+Fld2sXwX+15NPynvJ8zjYI1AS5f9KK/XW4T1iD13yHp6ZPwlre+VJWRIBHqSLoZxsvBZ4gysuim+iNBKvvptHCSbn67flpGUX705QpOseVEaazo35TDfX/Juj4g9+AXPLdY1qSeGVfNpm3MiuumMJZAtJihr6FpVEt6L/UVbFxz2NHtnvpPYw0pymzin9lgZoEZlOvcx6tIrg+1GMlMdjESaWTy/kjAvn/4zOnbRNvJbnrzrQlk/DI5WlZVaZ4VnE6h2TLmzIEF3UoAA6VZgDub26b0VzpBZiRhvzs+kQnjwQSmB/ZD/jotGR0A4LTu+Kbu7x7dXwf/GqLHTaNgTYDL29xm/VVEsyWF4Cp8YbH3gQfeJgJF4V3ZNIgGkEIGdHTTiF5K69I583fx847BkujMILSUqujNddI/q1q1NY+DfFN87tc1ZbZU+KxI5s1vfauMzxpPgnmS2Z7/LoFDa6Z2Jsvie8ZYray6VIHUBp46NkmiXTm/hqF22e9W5cxMSQMP563y84tlWNx1hFJ2FY2pKWanefVNYZZX5xqAcfv03Zbx1S4iYcPN95cZ2c1rl8syRDkN2Kwynhyo3M7RfnZNyIPn8DdzdJbjK9VJpcdvsZP1U46RC+DtnEVQpUPjoDGU27Dbvp3eUI4if/TCKyTEN1mk3yqgy5C+zHMjfKTyzix/L/h1maNpfUPPOmVE8f+Wm99aVxl2G6bzqhbKAZ+IeZL3wpavFWnCx5EJgPTXgALxnehBRno/Wyjs8rIqQUT5zHorvk5tbQwM/PlWHsJQSJeW8Mmy1XZVeXXqt4mPkQ4QuNaPRS7bBk3qb1F2gaGESbJosLXj1ipYNACqJxXheY+gHioVZRcvjut9XaQEUkp8MV8xZWBFlye7HFQ5gpyubumIGfgppFk2VchxTBRElRZMMz5zQ7Tg4blqgYpqf0eUZj/M9jNItJ1VCWaLeMelyneqWOCP2alSBL7MgDq/pnaYhz4w2w3a6zScvgfgQfDT4gDwaQAvBPAreHz8TwBOnUbBKgHZ67TyKEUZE8CMWcw/Suej10XK9BThBCn+TLtMTKDSAkphqCdMoABmOHCyvP5FWZb8zjEXp7uVHPN1N8H/ZxnJPk3T+Oca5DHPrQK9BrSBJ71npTR+sks1QkujIeGwtMiVKW3BPEP1pv7E8rQt/EMEVr/RNmbRpz7qAYmKLbtJavzWzQzY082ABKxVIMjqJ6JysRHqdhWPSa6NzHSpdK0fOr/gYIQOyyBWD86n242tceTmJPWqvCUjr5g0MMqhKC/sFI9rLyH9eODhy5tWwqaesWsq+36rgN4C4Dyk6OS/wUcv3w+/FvNaAP84jYI1AS6PP/4Ty23CKqSasy2MABU5b3j9cQB0FNPeYBN3r/IxgEmTvlNGNSHyrJ8xLS6qZgBLGOsKmS+PTWLW3DrJXXO+INGWZbnzWKQHzJ1xwn/VGQwqiYx6XYoAk2qvPmzZDn7zxjV7H2uQxZ6CHyPjss98sEn+8Heo6y1evSpyhgy0tBSGjTFEfl0If3tCUSm/oc2y+ubPCke69getY0HJbpK2drbFCB13KNKxMOdR0FNrS11H6ym3rwpWOxXBORlyDVtJ1RnJy/NzLnPTRV9RzjOOBJ1J6+stVwCdDOB5ALZ05xcB+F0AB8PvEr8LgLOnUbAmwOWWLduW24SdlCKcw+bNW6AHCP592QQT+RrKLp2s/BC55M5IIdHumEdwJspn6jG16tiEP/drJmtgT5sClw+mliZjcl3wiulvBabM9Vwd7diytZAlNZYirDyTyObtGxLsyGcjmrLGO5U3K2qJLgjMU6gCF7Owbaud0UO9QL1lveWULCZgapZZAjC6jAJMmYgK+CXSKyVM8LWwY5udV7pxKxhT8BQ7ZoXPAJKOA8dYJrRfXyfnN4gEdALIifWSQa5qe2IeN8wWMd7kn4NYOasU+bKQHcEtbEMMCHDnrM5XQuQSsLvKNL9VQk8BcHuVNg/gRwB+CuC2Hc9oWhPg8rDDnrzcJqw5siejeX7iAgiHH/HczCEF94XgmNhfMO4UnQwODIk/yoCQXvvLp4G4JqIwLS7LiBVP2fjnl+jHNAL0DnFLTpCV6iidj6kzMPDlVYz6INoD/vapPRxSRike1je+aPOcsAAAIABJREFUDbGpVJyLaZFh2eR68mdBltySrt94wjN6eYbqAqzoX9814h2qR0sJDNWKWR1G5FOexvNYRvawJGyhRvtSxi3u92R2atS1dF6S3RtBVM5EJFOuQzgnyp1RV8ax41w31dsiOaqCvQEUIrcvHnM5FX26jxFwyzs8Ol7nfCsmIfWBxbpr16mBjgfwwEr+/QH85zQK1jf0rJNBVPdfiSvCLu9Lk+MkAuDix8PSIOKQ/F/iZlPZeiNP8G3Ei0f9+i8RMOEbZLR/Jw1XESOO0aZQxqVzoQj1thGBiZ5G5HxD3a0GV8OnoWUpOatmxxwDS3E7ipkxwLow9pTCqyHMZyhvDYS0B0wkCErYoCwgjMVOIMK8MsVminIILgiphTb7Og0pvt5ro8GJXhCq+QzjLf2ZDcqw7Oaz5PQ4JQMsue5htUpmPkm9+uY3bSTGb1xz/bTJ5TmVbratK/MYPiomxO/iUs4jnCQJy0nXI3bucNo9dlMKDrhwjWIHd9GPRz1xv94Qb7c4tBhrJFdIQHZa2gM+kjma1sHlOo0nIvbpcHtEsH0e+wpOBJaMl8IZdb6xPKgIP0tBHtOjeGW+JU9+3zubwbKUF2XZCWWc4DRrpIQvCPzzgvEzwa3kxJ8hRTqbnDwqokw1vc/JHnt7h5pZ+2xTnuPAsFK5Zhq+OlSA0zEXCrnVhSYvcLfmaVYGLDgg4vlFsYYeDSgzQKJrRZK/32CY30/XJkVQrARTKM8RSmdTyQZSPLyOYnEzu+uifm6UFqpBIGfV56w+tY1r4hIyHUou8fqHzhubVl8TSupXALjcyege3S80/B/CxoC3AHAYgHOnUbYmwOU111y33CasKfJupGWoT8jmyiuvwX773ZL5I7lxJr6agwDxnpEuMU6wE3VgkscXiZVNxdRSHxC6NZcOwjxihkxqay6DTCQZTvlTCk/iqiW4HybBn8YKW6uL9TPHLjDXb81pM7pp07XYuPc+hZo5BPhaXXPZnRjQQPBZoNaS27J5hb9sndTfunSb8uhhjXmslrzsjus2Ge1fgXVNylx57K8jxsTUh5FLFzskC7zGbxBVnp8XZamHO4LcKa5ASAJfhQqQ/M3fdB3m9tg7yy8/n6q7VYDN4GDYzSumQjLnkNsfT0O7FYBeiOxx/kwMyfpaDS/0k+LlPps5JSEz2EhFmbG76GtDPm/H9hsxt2EPKc8x3pZ+u0SkL8WsZK5Qeiz8rvBAz+p+Fm0C8NRplK2JNZdHHPHW5TZhzRGx/+tc/vc3z3hZ5i+5IxZLl0hGNFM6IsxMfCmyGeSUrMjkVfI0cRBZK5+NGVxG/C/Pk8rs9YJ9jk4Dfu2fv/KaN1ZKVwpyI8JpHEHaRDbrGW5Kl1Z5JGgYIczpr0oZuUNeDfSFchce+7q6EUKBnWyL7mlIq1465G79tY6HtJGlg7eVaVdBqEgnWy+Tmd8L/vzKr71V8qPSen111cCs1scYfirK02CPr2fkQMySLdpTNW52fZUeXkQ6Yp4RbaJMMDOfZEJczkSp/BVnvy+bjQo8qQo97blENIEPSMz0t9yVKtOxAO7b/QAPNO+rfveB3zV+KwCfmUbZmohcPutZhy63CWuM2u56vibn8MP/IStHKmQSX0rOSicHlYNKAGbUL/pmHlCIZaUD1DakHY+2XD7TlS1FI8MOGLwFnlD3PkClo3hyqlYxsoL3f+ZUm/tMW4bkjZWfVc0EJi6OzbOYrGazd8IOW24bwr7NE56+9AOm6Ht2DYpgoU+u6OANIkKZ8roP+euT2YGqhIGUHUa5fe53qLrphNMp25QlOptH/xVpAWDB1tlXZ0sH8QQj0sh5i0+slP465l3I5XJieVK6O/2hfpyH1xthQ08qS1xWuJ5uFnfxOg2kS7sfAPwJ/DfFL18sZWsCXN7lLndcbhN2YvIO4uCD71rM42eucyzSj+ZT4PKVQZTKc1lKC498xhwOCLlfLDg2DTAtH27XUnroMQvFSdmqqQ/iHPA7d8KOHqb4ebpivlTvdBrVbeFDxtig59Ahp4ZnFossG/e4w++IsbbIOJRU5UyRJX1j7CiCPQtkDhVckNHYZiYkYTfprre6o0yv6RXtaihVN3/4nGKcYjcBppar5UV0xeR3AvnaIb6YWdhRvDhI64CCDG5bnyz1pG5VRq3D8Gfa3xJ2vfntvY+PDp/pFnasDHC5MqxYcvqGkTYB8BAAuwA4BcD10yhYwRHcdVrTxBdLqmTrdo+vNAJ7rVGEkuo9mCEljFkkX4EUOCdE2Y9/Ecgap/V7MoPECQFz1H3bXBcCakvnMiXE+HUZZ8jhfFaedczLlYKinTkVQF1OL67VLOjLdDc0Vsm2oWQtbysuvwg4gJ9XcMlQGzJDeB67ZbL1uUDsu2A8WZ2GXEylU/MnuzQ45EBO2pQ1THaTcVnxBpYXSU/tiiibtkX/tCxlk47GZaBMdZaon2w93F5RT+PcKlOot4t/C2Vi+6k2yc61bl0f69z/tW0w2omnTQyedVoOeg2Ak9g5AfgygK8A+ByA/wEwVdRuHVyu07JRLXpoJyqP2Dm05C/DezL1+zRJ+TiKIFCW6c7BX40k7eWgNaYTGDiVJodTa8bKA608khhk8DfRJH4AjkwwGUBZDkgrTryESkdQvEQ1akGXltxRmRUzWmwYIdtZFxrGOFrK0ziEDejEkmQ52ekIFdPZrVOyp0pKpwCY2kh2nL0wW4M8y/DufswaRPHk5RnYEeZy+7hHULIiaMqUFAAXS8+AG6kyzBZhm9LfndvrOLU9DT8YMiweYYviiWUKdeJPPsTW5GYyqj10SYnILcpvFdDjAZzOzp8AP1X+MgB/AWAOwBHTKFgT4PKTn/zqcpuw09Nxx310RCnvZHrdTOeUcrDYF7lM0c0QleT5IW2CbmE3CBOQ8JfCDMojkwGQTjp5k2hLXp4tN620huJ3hWNeqluT+T+f/kIGNp1SWopsWssNaraWyGIviuiUucKaUlcwhNRBn4ktVeDjXcI97Kv0bNwslb/ypM/aupncVsMEcGTjcTX6SDluydn4JgzFq4EPQbY6l6/KRWyh9XMwErNI5mVljIYWoIfxKIBz/ZlfYbwkdJfBF+X6dZsIUNWXp+61UuRS1J8MWfxvXtd00Xk9Ja8TMtvkuonSE3hF1NG6Fv78uktOLtuoZazTctFvAvg5O38cgJ8BOBLA5wG8HcAfT6NgTYDLs88+b7lN2OnpBz84awB38iz2YF32OhFQqsgkAgAIx4GXOMhk2snn+y/2sClxCuWswVIBy+5/v0uQ4s5DqHJ8Ktuc5jbW1FlRzdI0dji//Jyf2zp4WmFaPdiiaYz/J8sIQ2JRdusSglZbmithXF+G6hV2yARvPt94LZyBK4ZQwh9pelljEmEN5X8zgeVTqdc8qRQQ9rBCpJL0LxahPN3UTQWZhG2Xn5eXj+Am6GDnQqwh16poBspIftbRAFyOXSinHQu3rXSBDb9igzxpavYEEaOKRj11NFm3XTjWipVtW6+/SJYjLc+wa5mo1CWn/a0C2gFg1+54AuChAL7I8i8HsP80CtYEuHzxi/9uuU3Y6eltb3vlIH5/E1q3YunWDI4slEx/ZQQz+DCVRhJehkhjAJY86hgesLUtXI4c1BnAJAVieUxQISYO5vRGGp2vGS2A+OAXPi9bryjAaW0Xjk7i6/i1YZyycauMUPtmxIsz9BVvzcerPvsyRYGFjZF8vO+Vx/AFABz4jH8uG1oTQ0A2bcwZSdtI0kZj7BfXrARGDFuiXF3WyuS2Rd5SngTuEa5rF6ABHq+otj2eJ0X7PvSwpLhXDhnH7K+od0k3FLAkQ66lBzkV5Jvl2N8YaYztZ9S/1M4ZCO7SJkrGpCDPqPv+v/vXRl/reCZAtQ3WaanoTAD/B8AtATwNwH7way0DHQjgymkUrInd4uu0GqniXYxk77uIvT6GRyoDT5KZoptBEyn/S92bONg/cjHdxw21P0580i4ALgDLMnzKAaT9UvNgZ8gjpCimnOpO+eF/54LctCN/7KYebqu+JFbgp5VaAGYfUeE4yqkISm2WDgjy+mRLD+BEnXvtJCZH9VPBVgIZCtynF1YnPJDp63j4OsV4/RovVpVNg4tSHqT9AoTENJLtIuokgUyqfyeadCM4A8xwHcgbQr7IVNWFIL4SUAJhvIIhXYssNSiRtDu2A8U8GeF0cbe61EkAOfXKJiZT25ocFkD+E6Mk9Ko2C83F5UPlRzt4nVkbdjaCuu+f8VcgLTOZ99IMZK4COgLAZ5EA5LchN/j8OeSazMG0Di7XaRmp6HmNPJ8mp8SBuLubOejAiVCCuulqlp8ijexvgKfkMCHCgsshBn+AT+k+AjrXyQnYgNfCXFPY0yqlwCWP8BFLM6fcO0ZTVxwJBdyKzObVMabwrWONLWpkRW1Nvh6hTZt0FGmMEP6SyNRh3D5BLM1oy4BdSkVZMQHKZISwYIbCB2Z+R45degKybhCVKbDC82IyUQQxwv6Ihnl9jGOoNBEhdbKQCXKI/Vg6KJYXLyIPD4LhHhA3q7JR9DujLtzeiKmSLS6WYw2kKfIFUZTkMj1ONAchfTec8WR2afud4At/iZeZkATKnf0C4Oo6iQeGzkj2dQpHACaAc6nfLDdZXXAWMlcBfQXAwQAeDuAaAB9G6um3AHAygE9No2AdXK7TkhP3V0NuRe+y0m5u/j5guAQng6N08a3tbOI8+sKwFjN8pSGtsyTXDTyktfN1nmz47Hxq+EKD5+vgHvOvfWAx2ZcKOD4IFkOQxIqo9nQE10Va+6KU2q6CxCrxlul/T3IYgPr4DCWY8cDQdZW+tuH167pdxDsmP6neUgAWVZ0cWHDMwfpWAlHq/ioBcgs8aTtiA9sGksj3d6Zj51KGob+ElnVyVk6nUwIv8HdfDjDBwI+0mwt38f4jJd+Ja5ADS3bMInMu6tb2ONWRkrwYJeRlY0dycr0kZLno/BTgNIEgFDBF0pNHO5mezFZi9ZRtKusShDj1xaF1WiY6s/tpugbA86cVvibWXD7/+a9dbhN2ejrkkMMGlvDepW2sTZ5NTXSzf0CYBkfIJZZPbJdsd+7XXXrnmN5xSXJZEDOGOl7+gE5A2ilO8nVEIkpUagYjg3iWmgIP0UjHEsP5Z//l5aZ4LYdh1ySvAKwq2GIUVcEbr6sTQY8y0fTm+evZL8WaQuNj5C+OerFIN2UUUktTabH92dhcmsmNSz9MAFapRIUSvqLU1urGyHRaciwgyUGTqKO+qLrRVWNE3YTL//vVcod01KPKUuhuJO0Acv0KxIljYT/ZejP5qv4gOdWvAJ8AqFl0lqRerVPfINpOy0b1N1uGIOyQtoKAX53xFpXPeCas7ApAl8GkWf6Wv1Yrg9YEuDz00D9bbhN2enruc/96RKmyg6mlcjDJvaOcMmd/iQHQjiYMcE4iqExg07KMQ1tuEhF7jZEqZdUjpPEIXzalDQki01/Kp3+78997/F8WQeKIGWNpbD1JjmdtYiQ587CNxnjzihI9flv5Fu3/yMcVCqDW1evmx/Gc+Kltg4GlTBYS7L06TaBVL5qs0CBGM5JKsIBdqZwBuPY6+M9zHlNWblOYlk78pI4VYFKgL1sXCsanyPF0s3+otqvZLy5qYnI8rzvWEx45aITUW4uA8rZh1+Dmt3+oiNQ7YkDeaPd1WhJaADAP//Udfr5Q+c1Po3BNTIs/4AH3XG4Tdnp6xCMeNIg/h3spx/I81JUJk7ThnOeLoY0Qp8oDb1qn6X8ThwgI0+bIMH2eb84h+OlzrdOXDz9vIZ/pjUDRADQ6KfhvhMidHvwK5R2AA+93b2xfQJxxC3bw9W/ahhi1JJ0+xvvX57eDTAsby1LtuseOUVk0N4yvjg+EKZO660oEuRyD8dz87vfNRBZbxAJMoYwCEXE9I8crEOO5wD2Cj11bjofidL6rbUGz7Qz1AtMtQY6SyOsTOzgzPub5stQd8zWhAFfKDOm8QqjP7nc4mMkKjRSmfzm48YId/CY+AZ64Un7BRT1ZVbPopbN5W55a4s8ZcgOjk20W6sN1WlHF0K6xzrxeZJTxvFlelGX8QLjZAb+XbjDHyoXQ3gJv6+UlCyvPQuYKpFfBX5V5dt5Ho2MSwBoBl+u0Wkl7vj5eIE6vRf9LyvemuCWQ7xBHhJkhcsk29wSLiMS3xbkNfBo+Lj2KMjxYbaXSBpQ0luqB2jv7EvDLo5x2fq9dyhbrKg2/co6HMFh60kkw2qSybKB0PoYEfkHCIY6jUENRXN+nBXT8eix24kxiF8ueeCLH/ApAKVwrStgs2O3SiVz/B4axQjaXq4FJlGfZw7fWeYp2WHUwwJBA8xw8Rf2hgSjlCfDCBPIktjzErDzjTfUPjofrCcdcrywvEQdrP2Ve7w3HmiKux85s4fWMjlK2V3RwjvGounBgH9ogdQJV58Rj1lNfJ13vdVpsOrznfOa0Di7XadlosG8hEtHItHkgSSR+1OWHaWvOOSE/uPKv84iggZIcAxTE1rV1flOuuXRREx+gs7WSTC4HkXyI1vwxymhNo3fMOlJWmnJfDOJtFnUYkdIsuTN6vF31iGmVMjCD6saeFjyUMXJQ0CVYeMJi57OnfFevhT1Yl5dAqNawQVlmo8qz6hV1GJWAqkQGsJjR4Y8AN5yvM4QD4Mino4qsrAZb0cZgD3uC5L/ixff6XPQBFWBnRQK5Xcw+50rlkxwZbdTtSMoWpTe2sQJ1sS08wPRmkLKVcrnxqbpQV96Ius1F5LLQzktKi2HIiqjYstOaWHN50kmnLbcJOz0N/gQniyKK5Ph/7kDlVLrcAR4ikehG3xSllHnShwdAmTb48IimdhHmmkumP//EpMEcqm41SfdfyM5esl4Y9ELyed/6dsbbEs3k79DUQoWpeYPUz6cgC4hrVbNQp8ffkEhGxTV20bTp9JOzMuap1W61fhK6tU6z5JNRH8YTwSqJZFumUd4qmPotGRlKn9BvNaYCWlC8ohFYpbqkzed+F4CP6smHTw2AmJxMPvILbdnE+OI7KS0Al9VF1YGnBTDJbRDH0k6n0xHSlS1ZnXV9eRuothJAFUY53k6EG3/9fVWWd16S8tdpOWg3AM+Ef/3QGQDO6f7+F4CnI63LnIrWBLj80pdO7mdap0WlE0/Mv6vcS4Odi3dOcnI699zJH0veNDCznd2g+J5LDipJyQqzTxPiuYl3QoQ5Sh+24FQCSjwSmU1BsXwtR0czw9+ff/XrhXWdXnD1PZCFCGMPWxHjVJGhQrHFyGp5Njrpo3GrQzM5hqJ0qgxRmCScX/0d+wFLj8FVe40GjeOwxgXaXko2WflBWPFrQExOdsz7fQY0DBDD61MEIkqJBjpdRaxrkwAYxA7kG3/2LaMhtL1Kp1BCRnnd+EyoAF+MR+vq7OVLE4rtFBKyjkMyv/vjhL3MflJldJoZXS21mSqjQSIDizdccpq8aFzehMlcARR69Wz/rWi6G/w3xI8F8EQAvwVgj+7vkwAcB+AsAL87raI1AS5f97oXLrcJOz19+MNHD+KPQ5VxJ9q+l+QZhdROEsm1ljEvAExKtz3LjZ9rjDvFmYMQg3DnWC3n4eWkHeNJR1eXbG1Xjrz0jB9Q3miRptK7847x4a/6t7SOvqBJQ7HS7nJOrc6S1FkJNFpw0FmIuVC+R/Fo0uO4lZ8BulCOgP/veUdk6S3PT/0sicOKPEYOhnf4uF7S0/xsZ0XZ2J1mKhKyLYM1IFP8JcOtyB5Tsf9jX2wCNfF6IjNqZ5hZqpMq60R9+I+kjVwAQUUnKbct8up6WrryOovOmfkyXc+kp/haJB017Yo5pf9W93mO0s/lK7vWaSlpTwCfBnAAgJcCuB2AfQDctvt7IICXAfgNAJ+BB52jaX3N5TotKRHS6kKIvy1lvVeiTkh6byWXHvwgpfWZJN8/RvBg0HWywoaekC7GhFBILWmKWQTwd1xaX/BBAShakUihkq3T5O+jtArxJOuv9R1znqB3i0db1JgUD2qLErli3o4NQNY0sqGL1Fhq5kYGxtRUzxYK5flflQ1AbpaB4utsIwYwzEeccE/E8hzIuFTHIINY1Xg9+fXW9c8aWd55oR7hE6RcJxHrY/GvFBjXFBpAiXiEm5SMCdPHLdJyLJCm6y0uvqek17BPrJcMzsGpG4fktDlxpaxjCDlpHWS4no4cKG6hV3VcsNqOhL4IgsWNGY5VWd1OJdAbbWB/M/tY5xS8WHYimoBotjG2WcubIT0dHkA+DPJTj4EuBnAkgNPgv+DzdABvHatsxbbCOu0MZHmXmtdJDk1GF1m8kU3fEZPHX6KOrhwh7BDv1lwScUmZhdagHvSETT1ShywfgGFMM4BLLS8km1ldRhaZ1LJ6QKaZZ1yO0lWqXLkyTQHgDAjQptdJnjgWh7+qoJgJzAo2jJN9DVPIj2NzZxh/bQ4pO8MnBykrp7BCxa4MW1l/zV+lIhqsFJUiv2mMBubfWc/BFJfBGkhcUJ6uymq5mf3+xBGldZ3smvC1jq4og/HwPJ1fS1N5yQ7+0/KtOrL24Z1GXwfRof5fe2ceb0lRHf5v3fdmY5AdgSQqinEJwUSiJsQ1P/0oIToaN/T3MwaMJpOoCZqgLObH4C+CuIUoIEhQMAqKioRdA6JAFAWGiAIDMjAgywzMMMwM8+att39/VFf3qdPVd3nbfe++84We113rqeruqnNPLa3lyPOKrLDaoqnvDXH6PaP2gZ7iMSf5M7zSmFIsJT8ArgZeP5XMTLk0ekS3M1SciuOEW+4vFTvKofCKwhgUS1cqlRUlU/dx5FbOitQiDeEfdYbFP3FpvHPVqhmKUZlfWRlel9ZNJyycoaejMkSeGqquVVhJNZf190v6dKMvat23nUw6wxlvyoWFXOflSDgqt6R8IjGnylFJU4aLH/NqJon+zelwKb9WfWJCGaiI54h0j6o8Lpa7omi4QmepDA+0jSeUIa2AEVtMy4U+qvBO/JWKsgiTqXTj/BypMsfWR1FZumzO716R6bLJihX5l9tI6fLr/GV5ZD2UfzMdvkEkf2F5raSvDllnyfvhlBKMMbscRHvFMvAD4AVTyawvlMtVq77QaxEWPEceeewkYnXeupTtV/6vE0qekypnaaWMzl2sFJYKZPzZxrKtdIk22VWsRUGiYq9M0dDKfqRuWFxb0CL/xFh13VxKgB+edEpX4ZNh3dRHgqcWtrtnYtpI9HWOYG1ucZOE07ozT07/UJhKPyp0B5lX7bNJVR+rCNs2UMKrohmmLtu5qxejRvFJnyfS0Aqog42XfK4Ml1KyEgqPFq9aXiGzzC+pSLkyfpSHuompcup0VdkKJU8pmlG8VN4yn4p10xHVQX6SViZdnFdRJhf5PXrz2bE8yXuh6qBnpJfkTOW/OVKwFHsA6zsMuyEPP2n6Qrn8oz+yL/T0mte+9qWdB446itSLmHIvG7LiP3EdjQFG4csYum8ohrIJm6hLRbQMG0vhdC6Fcjqg4ur4tZZDqbvkYmbKr7yu+coO8FsveVFtHtF1Ir6m4tZBe+lqU6vPW+bXapg+LUobNbiFt56/J/vW1A8IEH1wjWKwy0Evjn8sJPSTSvwadxf5xB2y1F+0DKkosfzpdy5yrcihyqTyqIhaUWjKhORHEFq8ZEKBkQVFXKcUFseyAw6OriuZaL9K3WnlR4cRD4iL4xU/zrSypqq8GKqulNnF8mnxVV1G9VOxoFbli/LSdR1ZWbUMjmIyea2VtAy/0z4HJesx1Eu0ut2YTZYAYx2GHWeKWxL1xYKeQw99ea9FWPC8853dTc9IWQaFZ4tY8gs1UgkMm5c7kURpzQwrwUNrJy2ZDQcuU5YfVxWjVGjztjoT7pQbshfhXXoo29FaAXQJt7qw3sHHeNZrXs14EzEULofcXTJu+MRklqWkknWgUnLlefJLLzINF6cQBSnMt/UdjUucybRrnyMZTa+hUClmCb8oE73wQ57mJ3u89DVkzbScyXg1/jpAnfGpEj+smRCKTtWUGusnLX9EOP23fLdi5Ty8l1V5YgUokVm+KXistLqW9RH75WHzd2D5Qa+KCyjSlcPTxddm9KMXHu5MvZH6ywrhvLKgR4bxi3CqyrAqRI3CFs1hLCganTIdJVOpvIb30qk4qj5yOfU9yEKbKvIqqktbLMV93vkZh5T1WjysmbgWf+cEc0aQ2eCZwMEdhNt/qhn1hXJpzFdkaxe7psL6LsyVfZJoWF0Rpuxgw2pxH0ycu/CZRt+pNYlXjNcNboR4Tvk4Vw6JhzRkOdJD0+XG5RXFMnz3uMZCGeJGaYf5lZmYYxbC5glpRTNKWHd4Qpmqa3pT7i2b6YSiA17mbpv3yXYHQZ+ouCgP50Q9KmU0pfdU022Vp4rfojBlh++qmdeFlXlGCk2N4LQQMH/r4s8/xkKXygbxt9kdkIlvd8sIKSWrUFAycS4Vk6AUOpWWi+MHeeQ9jBSd4JaVMkgFLyO+hiKh8hOIudJYrOqWSlZGdL+i+ncibylveUSfdaxUkYvf71CuhstXjKuyyPpDyijlU/WdtH6q5y86l0q0yLOoC5Wnjm/MJv8vP2YcUy6NHqLVNO+WCleeuvizuCINJzorJxpS3zYKqyOhnfONeLnHZUaxkXril7WecynTKRTLqMMsPwUZza8MbW+bYd+6IHVWz+SQeLBM5gGyKFbiyzxtcwsyVm2tsuhtZW9hrPRxXasgnSMSyET/lwqW6suloCldKBneqWcy3O+ajLV3RUSheDh16DjhmYyetyBCSsmRfom0qvKWyoqLMvXvYxYULmXpjZT1nMJYLtNJ3fTUtUxfPHOFiPJE3/QiTuoG5oqSRt7HopLrlMi8DkLekV+L8kW/DhKy6XRyt2ILKC2HVrBDBC2HUJKjuOFXn3KXP1oKZbtSNkdlrnKRlreKTs/nD6bGAtuK6D1dhm/dNbShL5TLW2+9g4MPPrDXYixobrjhZl5vOsfIAAAgAElEQVT2shd1EaPV5Oeq0imX44T2vfy8W24dEUpAYYMM7WaUZr7Zef4d8AxHIwsbofuwcsFkO6mLDdRdmLcp+4Bqbxn6qJTlUpKJ0BmU3xVPRMiA9bf9gj1/9wUth9zT46BySDO2crZUNGRh2oVrQ8W6W1PGVPZT7qJEGQrdIKGPyH45JcCTd97G8uccVJtFrZKp9DEtUHIIPD9x4tvaFX1J6AdFDNnn18kjAxYvQdq8HMmmlT79EMlzOVwauSuxHH6YP1LWlIlZFHz4/l+ybP+DlMKWUJxqhrllm5JUAvUhy5IYFi+VNlcWTteJLIfT8YLyKG9slsi7VVpKtnAEC62wDFesnq6ch1l8U71S5jjO8GNrWLLXc/P7Rt42p+4Bxuxy7mxmNmdV7G4477yLey3CgudTn/r3WcjF5f/KlXmh8RJqnyvD+Q64upYvWk0eXcs2MG79SuunbOh9uHJYvCIuQP2XcFI/7lNxMhVc+IW/vzj/m0nFUlstWyqf04VKdMb7Eak0dYIw7RX6hBLSJS5cxaNkw6XnR+FTxqd2uMpJSKxMM/TN1cixZV0nE+lbdbIl6qGMlJKtlKt26DQXyunC6bwixUXnowJGilJQVBzbfvzt3LKWUOSiYYfE1kK6UPJUV55oKKQlr1QIXUXkWJ6UohU1PvX1IetR1bFMK7ZU67x1XqnrhPzyBXD68HGeuPPyRDkSaScf4tmmUohpOoy+sFyefPI/9lqEBc83vvGvHYZ0FJbG6oZzuW8qmg9fLh2ILYgu/7f8keyiMPKb32Ub5y2UmZOff6SwPqYkD58xLt182PLb4vGcS+dkeaqJBotkpahE+k8e1hdOWjuL74YDrzzhnwE/xzIMh8t8VHIqnYR0rrumshJOGaWCKqcNWsVwdUrrbZG57mOnQqUP1h1rMBaFvDKi+smAZ/79qprEHThVGTp5WX75fIXnNnqo0jJGSYf0KgqCi7xbkosdDdmH57lIq4OU6pSSSHBRKD0sXSlDfhIsbyL+nm89VtSVqJTob55H1CA4UdniXkV55+9flKWjqiyF9EW6uhCqjLGCqmRHWC+l3AQl1qm4xPJE1y4eyi7CSMuwTk/WjYvSipVtn8TeL/1AVZZK2lN9Y6cHaaSYzjSNPrFcLlu2pNciLHh22mlZ13FaDYsnw+eNeWRBFA13+FfaKKWb7NyiIWwXb6IejQopefVWQ8FdL+aJyNLD31rRqxY9sXCHhIUuvx5cujS9CKhL02SQVfb/ndIuaFtRWs0TaJvn1GywWg/BUX5uM78Ofvp+OaCxZGk1TXU/U6dtK00JVtFVwqXQAaIgrdKveQVdyj+VYPEKykzV8GmiDIWfiy8j5RGRZqq+IqXFXzeWLE28uFLJqrzU1YIrhbUspAyTSFf6FfGUW34ePalaEXMqXyfTqrlZkdIm5E2Zsl3qXG0ury2h7Q6RV2PR0vI6dR/1M2H0JX1huTTmKS5tIcw9W7q5EB/ZHyn/vFErhrsLv6Ak+jmXDXzD2sjnYNYqkSEtQC43cS63fOKHx0XulTS0MUnrUjJOR4piVrqHtCKlVc6rShEsU22shClCnbZX6RIFqZODajlaGTmc6155lkJ4S5woheqbo7yKf8R1OOnQeFdYqJQhM/KLsvHzKsNcwI775eIhyi+cLC9Ff6933GmdnlAStIbmstLKGQoj/4a4RZRSpihMmJuXLkihBDly4aN7JW+OVLayWFHS+WslqSiTSlaUIwuVV1G08nQjpUzKAvF3vIObKw9IWhf9nMcsltOh9qDU8ojy5ukW+WQy/SyWs1KmWL44bWL3cCLrB5mGitNDvCjTK0fvSzU3MOXS6BG65S7dU524q20GyoZRhgmTyKVr9N1vSstlVvjHbV+KhhLOQbH5ephzqdvMOr2jnVJUMeJlNe5tyBJH3GXHu4dK6tr/ZNi8vqWimBSmc+f6vKe5BW+ZZlCSEkG0XpMqh1PunVxrweTuBdo4FcIFK3zQFSp5CN0mKaTOuyZMJXwogJNBxBNWZy0MQonrSv5aSYrkUApPloiTjO8oFcCyMpJzFJMFlWmG/P3fePi6LFRW+bHqyvSccipkTDx4lQoP6Qsv54QSmYor60XImoqbqk8pX3GINKTSWpFNxDf6mr4YFj/11HN7LcKC5+ijq58ebEe3vxid+EcPfpcD4DJ14Ssad0dQAr2ftzqKGMoi6lB5qk7IufIrPbJMsv2sHZ5W494y6VbBo3Tz46Yvnpmf19Vr2l0PvadidXSnVKAs7Vybf8fU6Cp1Kaf8WxnsnHZXSotTAcP1g18/I76PKaVBp51SflrgtAztwtfl2S6CU/K3SbxiPdRxk3VXUxBRH1IfShZAKU+bv3e2iJyodKcXupQKWhFHW+5S8hVhy3C13yyvHLrcrnTXcmtrIuq6OA83LBW+vr6yShoJWaG6QAkdjiL/x1efX6nTLJcj/O3mmZ9ZGjN0GH1hudx33717LcKC5+lP/40uY9S03g7RSlfDR+227PSz4Ovy/+PwpfLoG7cwTzKP6psEV/3KWUUCpXiGvHx8V5l3WZy3sNhpJawwxChLZWFlTOw6nuFY/tSnRtbN1FzPSMHVFkZh0pzUSLMsRIKU5TQVptvsJi2rSijqd1P3nvKeRx45i/fcp5qsClu3hWKmHWS+qhOvyCDC6RHPaPNzlF/trwklgHQTlVQ8/3r+QiiQ+Ft+NUiUNqQtH4g6K6e6DpuIaWVtcLenRkqRrpjCKpcLXtZP4oVHpSHNs04ILhWzUCFCgcraWeny9EP96PtdyhHSJn5gdPiokYzzKNMpyxYNtxf1JKZjRAqujCfjl+Ud2HnPtDyO0BBX77PRd/SFcvmOd/xZr0VY8Hzwg3/RVXgn/u02VtG1qLZT/uvyRrmmXfSNYeZtfA0XZlDmw+jKAllmn1rMQ2m5pNyKSPcLYVNwSaZPXOxXWDtFxDC3MlVzz3vzmxlrKmWykmG6zqM0RZ7d3KGoX0sKUEOqQImx/8qq+sqJDFdvtUyJFoVzNX9J6B+5v8vgqYe+heZEXcVVI7bSoSIPUbGyX86kPFLxoKp/FGFE3RTlaTGNQddLsV9DSvjkcLuLTotdDMKR5XJXMlNpaGte8YC6qH6ecsibEopZVj5iFaUzNexcI4xWjMV7WyqtIl2lmGVkxQcgqoqgug5KnlKg45Xqom5kQ4e8Jo4Q1X3uIOdxRrIlHjqZb8hHDe3v+vxD82cqzBGWeYg4cwA9XWq60jTMfmv0AN2OdRqrtEy68tqV7k6ei9Rd5ZrC0hhWisth7bhPEB1xiKN6BG8FFZuoi3yg2ozK2LFVMq6TOJ78XGSsqBabqyfyKvyFX2qhUCv0PZpM06nj1CraVOuk27Tr8qhkIBNQD6PTN0m7tck7CuPahEt5pmRRSons+/3f8tmtKC3i3FUj1gTPn+O6Ajh1IXSrivyxRlQWoC7dSHmKhI+vK+ETcZNHzc10NXLVKV8yjgyHHErWf1XAKD2n5NbnLpbdiaFtHLqcmS5PoRS2yrfVeYv6dE7kV5NHQ7kZfUtfWC6N+YhseVJ+VRf/o99FIYpr+aWSLA7n27FoNmRuufTtWxNo5HF8G+iSksk5l9IvDKc3Mhe3l7kskBj2rLMWyc6phUWp1dhyZRjclY4tracyb1XPbUQtrlt2FzWWx2pROux0ZAJTwFdPWUmV3GVfrvWO/FnJ9IaQLdLQzj5+i3ji2a2t48Tr5LS/HqrO1Ec827yKQX+RlqdIz8lCOXJ/9S5U/mbquuIn3mGdlrSYaataXWFqLIu1Bn2n4xHPM3CiAELIzIUvhuUeUt4QP5of4aplSP1V5SvkriiMjmqlxWkVVkVtjZXlSaVZ+DuRb839VmUo3q46Bb4ntG21Jpmm0ReWy/vue7DXIix41qxZ232klr9c6zoHf+jPPYK0TsqV36VFs/i2uCs/1xhZHaXlMiGCVDyllGFR0EBIQ7bPgoruUVgc47IU/ZBIIbJOZlESxfHE/Q9U/JL5Svc2Vs866u9cVsnTVXxroyXdu3xKJkXUxYj73NE2R3nE4Yfuj51Dv6sDa8WhE9XaxUflR4z4GxnMlO6Teq6jTJVuUSlQ6rxQVFKCQ0WZSP4VBdOWQP3CaaVHWMPGHntA1VWZXlbIooaxQ8LaSiiI94CUaQvLoXKvHOgfmbpe5LWsAy2bToOyDvRDkFJa86O6mEeuFHety5WsC+8/uuXh+D7Ko6HynQO4af7P8PSFcvlv//bVXouw4PnIRz7ddZx6+2BdaJe3nT5e3TB4HN67h4U6hW+eTiP/GzZmryikSdmUq4NiK6KashaKXIv6qI0nr/X4sZDn1rPOqsSRCmadwtcyT5c8LS5q02mhraaU7KkwleZcGpjaJaaVRR30oQu+mJDMVZyCDiCDpOq28HbiyStkcJW+OU63piDt7lvKM/WaijwqOqeTJ3VxEYVR4Sr5pQqan0hFzDmeuPLsWBin4qVkixSmUklKK59OnMvwriq3VNZ0XnV17Mrh9OqWQCoffa+TMmh/p9JE5KXSiMqq8o2OWN7Nt3w9Xc4o/ZZPoNEH9MWw+Ec/+r5ei7DgOe20/9tFaK+21W6ZU9vw5NYkKm14MTm9UEBzU0PcDrr4PB/WajgHGTTIhMKZbv+lZRKRViN3rHz+kVixlF9v0/MnZTxtoQzhy3ixfBnwor//B1+nmVjAQPhcZpxGNU0X+UYyddgPpOqsTESmHucl8+zWglrGnERnlap4Wvd9ToWXesPTjvhQlFwRR/TlqbKlaqNIwzmKDdBVmpUN0It+2+VRfMopebw2UJN5KFtKoopig6h+Vz7sCDe5B6JOUtV9JI9WYoLwRYXmL1OjjLP7Gz8Yh8lkGiklSVRkSgYhhyxmNW3Ew5DFSlSRj5fZj/jrRsTF+dcqxv6imIaRsFBWPgkZ6i2qexGPLA5fxBf3Lf/ubbFfZ6SoZpF8ex7ynuq9l3lq954yE1sH9YXNbsr0RS3st59tRdRrut+KyNPZMELcC5VD4vG5TEp+IlJaJX0wVyzmCcOfxb6XwWKZEEsOfIh2vpxz6RLx8uuWClOm+9NyaFluR1S4peJmsNM++1T8ZV+v84rCTAdKgUimq4UnrVBW5FbZiBlcCUUooXi1QPfhdfHqkgkyLN5rn4q+2qkMrYgMba6qJ2g5wkUynExAKjO1ecdKULKuZMbqGahLJ2UCLq3IqYx0fJWW85azgT32qfrLxJUiFqUXlDNK66EuS6GzR2kqZa4ifwtFz6kfXUk5XXQU81pVfoXcUZkSdanLXdxYXQ4i96INcuU0gfJvmfDgU/ZOpOmqss4N7dKYIfrCcmnMQ5wrrIuRM2k7lP+BXaoVSf88Bd/MZcV5SLe4cgjrTt5YUv6GrRu5iTr2qH/wcy5xlKvFHTiX+TK2GB5OWupc6Z8KLytAKp2VwHllShHaKZaVeqXu2z1p2oXsSJFVCnVdPolb0TEp67d4hJL3Xva9FWGyUNmxcFE64eGOT5NKTBQnPKuiwCmdSfbjqTkQwa9+f8tWMqTPi7GEXKYibfkiO1fKFskVCpJFbsWnVSsLZmpkkUqUtELm1sLS2ibCFTc0VbHiXsr88/Pi04yFnHF+5fZGefpFfllV9sj6SJx/HjAMWVefJZeYN6nLqPKOLL9OyZioIylbNK9TH5nKM3W/Eun2mJmYJ2nzLj2mXBo9RLeYbcLmL23YPDnYrsqBXzlsnndR+fCRfOHLNlzknck2z1XaxZC6boxCW1kMrYeOIFGCqlJcDSXzTH1HPPR5xSbSIlyx6MdFwaPoKZIKbht03ZC4budelSK+H10m0BNaiRb17S3ia50hdZ3l/9T2yYW7/FfkLfSVwsiUxWpMpUCtbrCL/0bfFZeJJ9Jx5MO6qXR0HKmw5GT5CEFhu44UNx+23GNRpVNXvsKi5spKCZp4oVBJGRJpizSDjBWrZV3joOVL3OgozeK73UoBDOnnFs5C303lJRVOVDryl4AOo+svytefF9XnSu+ojIn7avQXc3VY/P3AOmAHcCPw4laBzz33olkQyWjFKad8aRKxulVHoh5HqHmJAevQEOOHusOwd/APe1Lqv2V7ne5Zw9C3E+5hmH3AlcPsUlqtvBVxgzKosonjlTmF+ZkpRTAD7rjg/Fq/2joV5tNIEZXGpHTMJFL2lLtOu958WyUZZBL9U52luFBwxKGD1TwWAKy/5Ou1ebYT07XKPPTpUgeoUVCcCJvSA3Q2OoCDSt7JBHQQlwqr3OqUO6lQIcPFCltVUJFvHnfrtRck6y8WWCpSdTLpG6DzI0ojDBWnv8vtqNRP5eZIefR5Ql4pXgM1z9IlZaw1uyfLVMaJpggkjziPJ35+ccI/VS4ty+xTTpma3sOYm8rl4cBngROAFwI/B74H1E6sHB4enR3JjFqGhoa7jJGe1yj9Ky6OQoGUymSpVKLaSqfClymHeZUO8dlHp1JWjbjehkj2c8VG7C1K0W5IWpO2OtZX2sTIiA8r9i+MFNSsqselh7xd4myKuHqFs52FtZUMLZaFtY6slOfwQ6RlvNAfujhQeI6aoyNt5dDZVBSFVDynTsN1JZ02980l/nbSx0tzYvrFiMuHDCMUi0iOGgWjrm4imVWFCCUmGxspLagpS6BQlDJZ+IqSpPLXcsubUFGiqvVSbDemb2CqLKmy63oQDV1S+YvCxIXI6soZyR37VZVXp8KVeWQTI4l6q5HV6FvmonL5YeBLwHnAGmAlMAS8py7CypXvmB3JjFpOPPHvuwrv8n+r81PSM1YKBbKwDvpr54SbMNlU/nNS1SwX4JRf6RGLfCC5Yty3odVh8XKfTLVaXETWn3Es3IMfcZvr3V1F6Qrucl5icDvwiCPTCmvKQppIN4mL/tR5twyj84ojZEn/rOo1aVrK5RKnsjPUQZXuID1/463VJqoTI4bUN1KC+Ue8fCBT4bV+kywXwq/FjUvpHSHj4lrKUvgLZUM4VRQemWekqKmC1MhX+msFB3Y99Miq0iPOM63goPJC+Um5pF9USarcCD9i+eL0VNgoHVXByZsiy+8SaVGfd+5e1ocTfyELk8/RadSlV4bb/cXviOWqKKKJe9oz3AwdxlxTLhcDBwNXC7csvz6kJxIZM0jdS9jKvexUopXi+VH2F0rxRFhKlfLZQCqf9cMapX9CKlduxB7kL/oIQXXeZelenOURIwVLzqukRiHUw9sdKJUph9phfE3CY0rNqsq4di5gTaYdbXiejlpxKO5xlvQurzsocOp56biiRKet+/dKwDZpulyYju+RqzlPhWmRqDR8JtN0KpAr504X73lSmZFHh4pLpPRJGdQ1Lp5XWadUFQ9MvSxZO5lQU15cYqEOQm6ZWCrfIHuyoWohK8KtKK94IWrvg4vOi1cmVV/JXzdGPzLXFvTsBQwAG5T7o8DzZl8cY+boopPrMnwqXMUQohreuA10kQVSBgruUUfvyn0upREhpFdRBHP/lJVONrtSMZQWTk1GWuGsnX+ZUfysDMPmWY0KWnTydW46QKLyO71v3eqG09ZFqf67Ns0aT+eq90Y/B1EaifjaWff1xWc883TDgomoDCJfrZfEiabuak35tJtSwIrk8svoSzbyIXFQ3U/SES0fTykjkaeKFxU4K8tV1FV+7VJxRCZOv3xBeFGIpDLm/bLKSx/K5KpxkgqZdJMyq7pw5SKduC5cIl3lJusxUuSFm0yrATRTMqbCZ6peZNkz6sucekFml2BemO40jblnuZwUr3vdX7FixcroOOSQt3PxxVdH4b7//RtYsWJlJf77338i55zzrcht9erbWbFiJRs3Ph65n3DC5yuLVx544GFWrFhZ+QTiF77wHxx99CmR29DQDlasWMkNN9wcuV9wwWUceeSxFdkOP/yoeVGOkP58KUdo33YM7eCNK1by3zfcHLXl3/rGNRz9t5+N4jvgXe/8R665/PrI/UdX/4Q3rlhZ6Q/P+NgZXP3Nq6KwD97xK87+wAls37wFKPvfy0/7KhedGZd5+4YNXPaRj7Fx3QOFWwbc/p2L+MnpZyIdx4eHue6jR7Ppl7dFaay75hpuPOWTUViAH606kQdviMvxyE03ce1xx6P52amncs/ll0duj999N9cdfxzDW54o3Bxw21e+wtoL44Ut2zds4Lrjj2PbA/dH7vde/B3uOueLkZozMTzM6hOO4Ynb43I8cu3V/OKzJ1Vku+UTq1j/47gcm2/9GWtOOqYS9r6zP8eGqy+L3J5cexe3/8sxjIlyAKz7+jk8/N2yHA4YfmwDt5xwDEMPxuV45PJvc/95pzO+tUxjYmSYu04+hq13xuXY/OOrefDsk6N0AdZ94QS2ro7Lsf32m7j/VP8uyX74vrM/x2PXXBa571h3F2s/ewxjQYbcfcNFX2bjFedHD+bYpg08dNpxjK6Py7H1hxfx+EXxV4aao8Os/+JxDK+9LZJh+83X8OhXy3KE9B/50iq2//z6yH3ozpt4+PRjK7rEpgtPZduNV0RuIw/czSNnHMfEk1uiNDZfdS5br/tmFHb8iUfZcPbxUTkmntzCtusvYvN/nhmVuTk6zGMXrGJk3S9LeR1sv+OHbLzsVDQbLzyJobt+HJVtxz238NjXTkDrDpsvO40nb7oychtdfw+PfvtEJoa2RO5P3HA+W278dlyObY/x6MX/wtimX0fK2dZbL+PxH30lkrc5NsKGy09i+JE1URrb77yOjVd/IZIX4NErP8P2+34qlELYse5WNlx6UqUcm244m213/wCZyMjGe9lwxclMDG0VijdsXn0hT/zPd+NyPLmRDVd+kuH1d0dpb1lzFY9c/Sk2XHESGy49iQ3f+yTr/+uTrL/qX+g9Ke15Og5jrtXCYmA78BbgEuF+HrAL8Ocq/MHALS9/+Yu47rr6lZrGzLNixUouueTM9gHnAaMT2xhpbmPT8AibRsZ4dEeDofFF/N6eu/Nby3di7dZNPLR9GyNNx7LBxRy42x7st9NyAB4eGubGR59gy+gO9lk2wWgTHtw+wNC4f9UGHCxqwMiEY2jcMZ5BM4P9ljV52vIJto05No82eGD7IA9uH2DvpRPsvniC9TsGeXxkgCUDGUsGMhY3MhouY6zpGJ1wjGWOa487jj/8+MksasDuiycA2DLWYMDBrouaTGSwbcz/nlzUyBhpOobGGzScv17kMgYbGYsasLiRMdp0jDWrcz+bGTTzsgCMN73/0kbGBLB5pMHQuGNiApYOZOy5rEmjAUPjjrGmo5k5Gnlew6OwbcTRaMDgoGOwAYMNGB2HkTFYPAiLBkujR7DmNlzGgIMBl5FlsG3YMTIOixZ5ocbHvfvAgLcjTDR9XOeg2YTmREaj4cO7hncfH4fxsYzBQVi82LFjOGPHUIZr+Pm0T1kOOy+FLdth+7CPOzhYpnnnJz7K/h86mUbDMTDoyxNkmZig2CqqOZHRzM8HB3w6ExMwOuZlGhhwTIzD6GjG4sWweInz8ZowOOiPLIOsCcPDGaOjsGixY9EiGMjLMtGEiQmYmMiKvw6fdpCp2RQyNSkNUsSGqYkJXzeDgzAwENLN71defpyXp9mM0w73tdGALMtlye+Na3hBs9EmbsAxsLTh3YDmeMb4eMbAgGNwsWNiaIKJ7eMw2CBbNICbaEIzY2DZAI0lDSbyOn7s7OPY+72fwDUcruHImhnZWBM3NA4TGdnSAXAONzYBY03cuHgwBh3ZYL6ZY+ZfTDfehAFHNtAoK6aZwUQ55yRbMuBfavBGx/EmjDdxY02f56CP68YmfNyGw41nuKExaGZkixpkiwfIlg56vyyD8cyHJ7cGDzh/c0cmcCMTxVBGttMisqWDuOFx3Mi4DyPkdcPjMNrENX0Zs50GyQby8meQDTgv81gpc7a4QbZ8MW68iRsa87ItG8SNjOOeHPPlbLj8XjTy8maE79+uv/KT7HPYsbiJDCaa/l7hvKyDDdzwGIw1Gdl0Hw9fcgzAHwCrp9pud8nBwC0/+dlXeeHB0zsoeuvqNRzykndDb8o1Z5hrlstR4BbgNcKtAbwa+EldpL/5m8NnWCyjHatWfbDXIswA82uA48B3H9F54PlUsF4wifrZ7y1H9izvhUPrytn1dX85S3L0iK6fjdl/mHZ7seyP5/bDbFsRzRxzbc4lwOfwlsqbgZuAo4BlwFfqIjz/+QfMjmRGLQcffGCvRZgB6mYizk12f85zGGt2GHg+FawXTKJ+dnrmc5mYmIaKtXvTgtaVs/hpz5klOXpE18/G7D9MS/Z+Vk/zN+YGc1G5vBC/p+XHgX2BW4FDgcd6KZRhGIZhGP3ETMyRNMslzE3lEuD0/DAMwzAMwzDmEXNtzuWk0KuQjdlHr+42Zp/7rri8fSBjxth47WXtAxkzypNq9bkx+2y7c/70x+VOx9N5mOUS+kS5XLPm3l6LsOBZvfqOXoswA8yvZmLzr37VeeD5VLBeMIn6GVp3d8/yXji0rpyxB7t4B+Yj82BBz+hj9/U0f2NuMFeHxbvimGP+utciLHhOP/2EXoswA8yvBT0H/8NRtqBnuphE/Tz9yA/bgp4Zp3Xl7P7Wf5glOXrEPFjQs+cr3tfT/LvD5lzOFH2hXBqGYRiGYXSHm4HxKVMuoU+GxQ1jZphfw+Jd0bcFmyZ6WT92b1qwwCtnHgyLz638jV5hlkvDqGV+DYt3Rd8WbJroZf3YvWnBAq+ceTAsPrfyb81MbHpum6h7+sJyedRR1W8OG7NL6hvhxuxyw8eO67UIC5q1n6l+z9yYXR779+N7LcKCZ8MVJ7cPZPQ9fWG5PPzww3otwoLnAx94V69FWPA8+01/3msRFjR7v/bNvRZhwfOUl72p1yIseHY56E97LUIXOKbfxmaWS+gTy+Uhh/x+r0VY8Lz2tS/rtQgLnn1f9OJei7Cg2eUFL+m1CAuepc+zd6DXLHua9cdGn1guDWNmsAU9CxZb0DNHWeCVYwt6pmmm/hYAAA1bSURBVBU3A6vF+7jX6Iq+sFwaxsxgC3oWLLagZ46ywCvHFvQY84S+UC6vvfanvRZhwWOf4Ow9D91wfa9FWNA8cZPVf68Z+sUNvRZhwbP9vvnUH7sZOoy+UC7PO++iXouw4DnllC/1WoQZYH4NcKz5xgWdB55PBesFk6if9Zd+vWd5LxxaV87Wa7p4B+Yj82BYfMvq7/Y0/3nC+4F1wA7gRqDvJgv3hXK522679lqEBc/ee+/RaxFmgPk1LL5kt906DzyfCtYLJlE/i3bpov6nOe+FQ+vKGdh5mu7BXGUeDIsPLJP98dx+mMM+l9N9tOFw4LPACcALgZ8D3wP2ntnSzi59oVwahmEYhmF0R9iKaDqPtsrlh4EvAecBa4CVwBDwnmkr1hzAlEvDMAzDMIyZZzFwMCAXKWT59SE9kWiGsK2IDMMwDMNYcPRgK6K9gAFgg3J/FHjetArSY/pCubz99ntZvfrJXouxoPnZz+7oo3vggF2Ks31y162b4Q6GgeXsxfIi9CPrMx6hLPv+7AzsTHB6erusHDCSHzkvHQTk1KWd8qMF19y7ln/eY+fWgYypUzMz6rCH1vLl37H67yWHnXwvF7/C5uD3ksO++2u+897924a7884x3nXJzMtTw04Aq1ffMe0J33nn2mlPcz4y35dy7QdcALyy14IYhmEYhtEVPwLeCTwyy/m+Fzh7hvN4DvAr5bYY2A68BZCq9Xl4i0bffMN3vlsuH8E/mPv1WhDDMAzDMLriEWZfsQS4OP+7Br+YZrrZRlWxBBgFbgFeQ6lcNoBXA5+fATkMwzAMwzCMPuft+P0t3w08HzgL2ESfbUVkGIZhGIZhzB5hE/Vh4Cf04SbqhmEYhmEYhmEYhmEYhmEYxnTT99/nnEOsAprq0Ps4fBx4GD9B+r+AZ8+ifP3IK4BLgYfw9f3GRJh2db4UOB3YiJ9k/m3gqTMkb7/Rrv7PpfpOXKHCWP1PjWOBm4Ct+L0Bv4tfhaux92Dm6OQenIu9C0afcDh+vsJf4jcfPQt4HJsUO1OsAm7DNwbhkB8U/yiwGXgDcBB+Nd5aYMmsStlfHIrvNN+Eb6xXKP9O6vyLwP3Aq/BfhvgxcMNMCt1HtKv/rwCXE78TepNFq/+pcSXlwocXAJfhDQpy11d7D2aWTu6BvQtG3/BT4qX7DngQ39AY088q4NYaP4ffTuLDwm0XvEX58JkVa8GglZtO6nxX/NbsbxZhnpun9YczJml/klIuz8Vbceqw+p9+9sLX38vya3sPZh99D8DeBUMxX78tvmC+zznH+G38EOFa4GvA03L3Z+I/ZCPvx1b8DwC7HzNDJ3X+B8AiFeYu4AHsvkwHGd4KswG/X94ZxNZ8q//pZ7f87+P5X3sPZh99D8DeBUMxX5XLVt/n3Hf2xVkQ3IifgvA64G/xjfr1wM6Uda7vxwbsfswUrep8HxFmFN/Z1oUxJs9VwF8A/ws/YvJK/BBiaFet/qeXBnAqfig1zPe292B2Sd0DsHfBUMz3L/QYs8dV4vyXeMvA/fgNYdfUxHH4YQ9j9pjvn3SdT3xTnN+On5O8Ft+xXtsTifqb04HfIR6OrcPeg5mh7h7Yu2BEzFfL5UZgguovnn3ozaekFiJbgLuBAyjrPHU/1s+mUAuIUK+t6nw9fgrJLi3CGNPHffi2KaxUtvqfPk4DDgP+BL8qPGDvwexRdw9S2LtgzFtuJF7Q08Av6PlIb8RZcOyMX6H5gfz6YdKT6t8+y3L1K6kFPe3qvNUk+pfMmKT9SWpBj+a38D96X59fW/1PHYdXan6N/yGb8rf3YGZpdw9S2LtgzFvs+5yzy2fw+/7tD/wxfi+5DcCeuf9H8BO85XYg9+B/rRqTYznw+/nRBI7Kz8NCqk7q/Az8tiGvwk+qt+0/OqdV/S8HPo1f6bo/8GrgFvwUkUUiDav/qXEG/kfsK/Dz9sKxVISx92BmaXcP7F0w+g77PufscQF+pfgw/hfs+fhFPZIT8UPkO4DvY5uoT5VXUW5IPCHOvyzCtKvzJXirwybgSWzj4m54FfX1vxQ/D3kD3iJzH3Am1R+3Vv9TQ9d9ON6twtl7MHO0uwf2LhiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGYRiGMc9Zhf9M22Q4Io/79OkSJsH+eR5/Ocn4R1CV8YfAtVMRyjAMw5gajV4LYBhGhQOBr1F+y/2h/Pp3ukwny4/JMpW4vcpnMmX+Y+AEYNdplMMwDMMwDGNO8GZgBK9Qfhw4Mv8bFM03dZHWALB4knI0phC3U/bHWx7fPcn4R1C1XA7mRzf8UyIdwzAMY5J02wgbhjFzHAD8B3AP8Apgk/D7N+D63P8FwH0t0lkObAcm8mMyNIHRScbtJeNTiOumTQrDMAzDMIw5wJl4pe6lNf4vz/2/KNxW5W7PB84HHgdWKz/JMuDzwEZgK/CfwG/m4U4Q4Y6gas1bB1wKvAz4GbADWAv8hcpjd+AzwC+AbcAW4Aq8UizZn84tlwcCPwCGgF8DxwPvScj4Q6pzLj8I3I5XuB8HbgLemfutytPQR0jzyDzfDXjL8e3AyoR86+isbgB2A/41jzOcl+c8YE8RZglwIv6HxjDwAHAKM29NNgzDmDJmuTSMucMb8BbJ/67xvx64H/izhN+3gLuBY4ktcHr+4bnA24CvAjcCrwIurwmryYBn53n9O/AV4K/yNG8B7sjDHQC8EbgwL8++wN8AP8LPG32kTT6affEKYwM4Ga9g/jVe6UrJKMvxPrzV91t4hW4p8HvAS4ALgO8Av41XNo/CK92IvyuBXwIX462iK4AzclnOUPl2Ujc74+/j84Bz8D8E9sbf+9/EW6sbwCX4HxlnAXfiFfMPAc8B/rxVZRmGYRiGYYBfTNIELmoT7j/zcMvz61X59dcSYYNf4OD8+rMq3Jdz9/8r3I4gbbnUltW98Fa6Twu3lHXtGXm4jwm3/enMcvmvebgXqXyfwA/7a8vlD8T1xcBtbdJvNedyScLtSrxFUbKOzurmxDzcG1vI8y68IvvHyv2v87iHtIhrGIbRc2y1uGHMDZ6S/93WJlzw30W5n9lBHofmf89Q7l/oIG7gdmLL6kbgLuCZwk3O1RzAD/dux1tWX9hFXoHDgJ8AN6t8v0b7eZKbgacRK6bdMCLOd8UrjNcBz6K8Z4FO6uYtwP/gfyTU8Ta8tfKuPL9whOH+P+mqBIZhGLOMKZeGMTcISqNWWDRPwQ/BaiW01QKfwDPwli8ddm0HcQMPJNyewM+zDDj8EO6v8EPXjwGPAgcxue1+npGnpbm7g7inAE/i50HeDZxG1SLYipcCV+dpbMaX4xP4e6DL0kndHIAfZm/Fb+PnmIZ6C8ddeb57dyG/YRjGrGNzLg1jbrAFWE910YvmBfhtiZ5U7jtmQqgEdavPpQXxePz2SecA/4VfRJMBpzK5H7RT2QdzDfBc4PV4y+1bgL/L5VvVJu4BwDX4+ZIfwi+8GcXPef0Q1bJ0UjedlKWBH8r/cI3/rztIwzAMo2eYcmkYc4dL8QtQXkp6Uc/L8Va8TobAU9yPV1yeRTxn8NmTTK+Ot+LnPb5Pue+Ot8Z1y/34hSya53YYfwi/uOhCYBF+XuvxwEl4ZbFO4XsDfv7oCuBB4f7qDvNNsRZvwW3FPfhFRz9oE84wDGNOYsPihjF3+DTeAnkWsIfy2wOvVG4nXiDSDVflf/9OuX9wkunVMU61bXkb8BuTTO8K4I+AFwu3vYH/Q3tL4J7qegw/nxG8ogm+TiEevobSEinLsit+e6LJWlO/g1ccW22GfyF+5bhWzsFvJbXTJPM2DMOYFcxyaRhzh3vw39n+On6PyHPwq5D3x29rswd+y5xO5lemWI1Xbo7CK10/BV6Jn+MHUxt+lkO/l+FXnn8ZvxDnIOB/A/cyuY3KP4XfL/Iq/LZCQ3jFax3paQQyj+/jtz76MX6vyucD78dvvxSUyrBQ6BPAN/EK6CXA9/CWzUuBL+G3EXpvns6+Xcgv5fk03rL7LXz9rMbf1zfgtz26Db9R/tvxPyb+JJd9AL990duA11LuZWoYhmEYhtGW38UrmA9Rfgqy7tviJ+AtbNrSKf0ky/CrwzfiFwVdjB9ybgJHi3BHUN3m5z680qW5lngIdzFeiXoIr8Bdh99XUofbn843Uf/dPP4QfuHMcXgLopZR5/E+/PZEj+GtwncDn8QripLj8XMZx1War8ev7h7CD2n/E1OrG/AW0s/n+Q3jh/2/THwPB/H34xe53Jvwi5I+RvtFX4ZhGIZhGD3l9/FK3jvbBTQMwzAMwzAMydKE27n4oeDfnF1RDMMwjH7E5lwaxsLio8Af4Idrx4E/xW/RcxZ+GNswDMMwDMMwOuY1+G9bb8LP57wb+Gds5wjDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzDMIwW/H/O6OnVGpNlKwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104bee990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time=       234  time_per_loop=42.83\n",
      "CPU times: user 3min 11s, sys: 13.9 s, total: 3min 25s\n",
      "Wall time: 3min 53s\n"
     ]
    }
   ],
   "source": [
    "%time run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
